FileBase /isis1/Yuta/YutaData/YutaMouse23-140915c/YutaMouse23-140915c/YutaMouse23-140915c ElecNo 1 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 280280 data points of dimension 30. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 93426 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 4893 members Mstep: Class 3 contains 4840 members Mstep: Class 4 contains 4906 members Mstep: Class 5 contains 4975 members Mstep: Class 6 contains 5000 members Mstep: Class 7 contains 4908 members Mstep: Class 8 contains 4778 members Mstep: Class 9 contains 4895 members Mstep: Class 10 contains 4964 members Mstep: Class 11 contains 4934 members Mstep: Class 12 contains 4881 members Mstep: Class 13 contains 4976 members Mstep: Class 14 contains 4959 members Mstep: Class 15 contains 4933 members Mstep: Class 16 contains 4886 members Mstep: Class 17 contains 4945 members Mstep: Class 18 contains 4934 members Mstep: Class 19 contains 4938 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 336.997498 but Gain 2838.339844 Score: -12878179.000000 Penalty: 51090.148438 Iteration 0F: 19 clusters Score -1.287818e+07 nChanged 88130 Entering Unmasked Mstep Mstep: Class 0 contains 1042 members Mstep: Class 1 contains 940 members Mstep: Class 3 contains 840 members Mstep: Class 4 contains 6186 members Mstep: Class 5 contains 656 members Mstep: Class 6 contains 27335 members Mstep: Class 7 contains 447 members Mstep: Class 8 contains 756 members Mstep: Class 9 contains 39455 members Mstep: Class 10 contains 706 members Mstep: Class 11 contains 1160 members Mstep: Class 12 contains 486 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 344 members Mstep: Class 15 contains 551 members Mstep: Class 16 contains 507 members Mstep: Class 17 contains 10802 members Mstep: Class 18 contains 365 members Mstep: Class 19 contains 341 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 1143.379395 but Gain 2838.343750 Score: -14823599.000000 Penalty: 48251.804688 Iteration 1F: 18 clusters Score -1.48236e+07 nChanged 44281 Entering Unmasked Mstep Mstep: Class 0 contains 415 members Mstep: Class 1 contains 374 members Mstep: Class 3 contains 598 members Mstep: Class 4 contains 2122 members Mstep: Class 5 contains 1322 members Mstep: Class 6 contains 7001 members Mstep: Class 7 contains 868 members Mstep: Class 8 contains 586 members Mstep: Class 9 contains 68523 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 743 members Mstep: Class 13 contains 612 members Mstep: Class 14 contains 217 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 1576 members Mstep: Class 17 contains 6323 members Mstep: Class 18 contains 341 members Mstep: Class 19 contains 225 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 1947.428711 but Gain 2838.339844 Score: -15244793.000000 Penalty: 45413.464844 Iteration 2F: 17 clusters Score -1.524479e+07 nChanged 13618 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 359 members Mstep: Class 3 contains 416 members Mstep: Class 4 contains 2346 members Mstep: Class 5 contains 1429 members Mstep: Class 6 contains 7997 members Mstep: Class 7 contains 1139 members Mstep: Class 8 contains 618 members Mstep: Class 9 contains 67639 members Mstep: Class 11 contains 912 members Mstep: Class 12 contains 1158 members Mstep: Class 13 contains 1103 members Mstep: Class 14 contains 218 members Mstep: Class 15 contains 439 members Mstep: Class 16 contains 2209 members Mstep: Class 17 contains 4923 members Mstep: Class 18 contains 301 members Entering Unmasked Estep ConsiderDeletion Score: -15360189.000000 Penalty: 45413.464844 Iteration 3F: 17 clusters Score -1.536019e+07 nChanged 10045 Entering Unmasked Mstep Mstep: Class 0 contains 155 members Mstep: Class 1 contains 411 members Mstep: Class 3 contains 452 members Mstep: Class 4 contains 2107 members Mstep: Class 5 contains 1321 members Mstep: Class 6 contains 13955 members Mstep: Class 7 contains 1252 members Mstep: Class 8 contains 628 members Mstep: Class 9 contains 61990 members Mstep: Class 11 contains 861 members Mstep: Class 12 contains 1436 members Mstep: Class 13 contains 1706 members Mstep: Class 14 contains 270 members Mstep: Class 15 contains 419 members Mstep: Class 16 contains 2193 members Mstep: Class 17 contains 3945 members Mstep: Class 18 contains 325 members Entering Unmasked Estep ConsiderDeletion Score: -15415067.000000 Penalty: 45413.464844 Iteration 4F: 17 clusters Score -1.541507e+07 nChanged 7851 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 430 members Mstep: Class 3 contains 503 members Mstep: Class 4 contains 2078 members Mstep: Class 5 contains 1274 members Mstep: Class 6 contains 18290 members Mstep: Class 7 contains 1282 members Mstep: Class 8 contains 655 members Mstep: Class 9 contains 56712 members Mstep: Class 11 contains 970 members Mstep: Class 12 contains 1644 members Mstep: Class 13 contains 2269 members Mstep: Class 14 contains 278 members Mstep: Class 15 contains 423 members Mstep: Class 16 contains 2155 members Mstep: Class 17 contains 3941 members Mstep: Class 18 contains 399 members Entering Unmasked Estep ConsiderDeletion Score: -15447229.000000 Penalty: 45413.464844 Iteration 5F: 17 clusters Score -1.544723e+07 nChanged 6092 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 433 members Mstep: Class 3 contains 587 members Mstep: Class 4 contains 2288 members Mstep: Class 5 contains 1254 members Mstep: Class 6 contains 20806 members Mstep: Class 7 contains 1309 members Mstep: Class 8 contains 661 members Mstep: Class 9 contains 52768 members Mstep: Class 11 contains 1098 members Mstep: Class 12 contains 1727 members Mstep: Class 13 contains 2726 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 430 members Mstep: Class 16 contains 2095 members Mstep: Class 17 contains 4370 members Mstep: Class 18 contains 499 members Entering Unmasked Estep ConsiderDeletion Score: -15469737.000000 Penalty: 45413.464844 Iteration 6F: 17 clusters Score -1.546974e+07 nChanged 4705 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 453 members Mstep: Class 3 contains 731 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 1233 members Mstep: Class 6 contains 22022 members Mstep: Class 7 contains 1331 members Mstep: Class 8 contains 664 members Mstep: Class 9 contains 50000 members Mstep: Class 11 contains 1232 members Mstep: Class 12 contains 1765 members Mstep: Class 13 contains 3038 members Mstep: Class 14 contains 257 members Mstep: Class 15 contains 418 members Mstep: Class 16 contains 2029 members Mstep: Class 17 contains 4988 members Mstep: Class 18 contains 569 members Entering Unmasked Estep ConsiderDeletion Score: -15483867.000000 Penalty: 45413.464844 Iteration 7F: 17 clusters Score -1.548387e+07 nChanged 3590 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 480 members Mstep: Class 3 contains 876 members Mstep: Class 4 contains 2912 members Mstep: Class 5 contains 1190 members Mstep: Class 6 contains 22634 members Mstep: Class 7 contains 1332 members Mstep: Class 8 contains 678 members Mstep: Class 9 contains 48023 members Mstep: Class 11 contains 1365 members Mstep: Class 12 contains 1814 members Mstep: Class 13 contains 3241 members Mstep: Class 14 contains 270 members Mstep: Class 15 contains 404 members Mstep: Class 16 contains 1992 members Mstep: Class 17 contains 5512 members Mstep: Class 18 contains 597 members Entering Unmasked Estep ConsiderDeletion Score: -15493568.000000 Penalty: 45413.464844 Iteration 8Q: 17 clusters Score -1.549357e+07 nChanged 2950 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 488 members Mstep: Class 3 contains 972 members Mstep: Class 4 contains 3320 members Mstep: Class 5 contains 1167 members Mstep: Class 6 contains 23055 members Mstep: Class 7 contains 1325 members Mstep: Class 8 contains 684 members Mstep: Class 9 contains 46415 members Mstep: Class 11 contains 1430 members Mstep: Class 12 contains 1856 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 280 members Mstep: Class 15 contains 411 members Mstep: Class 16 contains 1955 members Mstep: Class 17 contains 5931 members Mstep: Class 18 contains 624 members Entering Unmasked Estep ConsiderDeletion Score: -15500727.000000 Penalty: 45413.464844 Iteration 9Q: 17 clusters Score -1.550073e+07 nChanged 2698 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 1 contains 497 members Mstep: Class 3 contains 1020 members Mstep: Class 4 contains 3720 members Mstep: Class 5 contains 1166 members Mstep: Class 6 contains 23331 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 691 members Mstep: Class 9 contains 44900 members Mstep: Class 11 contains 1396 members Mstep: Class 12 contains 1924 members Mstep: Class 13 contains 3548 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 424 members Mstep: Class 16 contains 1941 members Mstep: Class 17 contains 6519 members Mstep: Class 18 contains 636 members Entering Unmasked Estep ConsiderDeletion Score: -15506773.000000 Penalty: 45413.464844 Iteration 10Q: 17 clusters Score -1.550677e+07 nChanged 2355 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 1 contains 500 members Mstep: Class 3 contains 1071 members Mstep: Class 4 contains 4060 members Mstep: Class 5 contains 1167 members Mstep: Class 6 contains 23626 members Mstep: Class 7 contains 1327 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 43520 members Mstep: Class 11 contains 1366 members Mstep: Class 12 contains 1995 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 289 members Mstep: Class 15 contains 441 members Mstep: Class 16 contains 1941 members Mstep: Class 17 contains 7079 members Mstep: Class 18 contains 644 members Entering Unmasked Estep ConsiderDeletion Score: -15511141.000000 Penalty: 45413.464844 Iteration 11Q: 17 clusters Score -1.551114e+07 nChanged 2155 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 1 contains 503 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 4358 members Mstep: Class 5 contains 1168 members Mstep: Class 6 contains 24034 members Mstep: Class 7 contains 1325 members Mstep: Class 8 contains 690 members Mstep: Class 9 contains 42186 members Mstep: Class 11 contains 1351 members Mstep: Class 12 contains 2056 members Mstep: Class 13 contains 3631 members Mstep: Class 14 contains 293 members Mstep: Class 15 contains 451 members Mstep: Class 16 contains 1947 members Mstep: Class 17 contains 7567 members Mstep: Class 18 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -15514614.000000 Penalty: 45413.464844 Iteration 12Q: 17 clusters Score -1.551461e+07 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 1 contains 507 members Mstep: Class 3 contains 1149 members Mstep: Class 4 contains 4611 members Mstep: Class 5 contains 1173 members Mstep: Class 6 contains 24613 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 692 members Mstep: Class 9 contains 40837 members Mstep: Class 11 contains 1363 members Mstep: Class 12 contains 2107 members Mstep: Class 13 contains 3660 members Mstep: Class 14 contains 295 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1946 members Mstep: Class 17 contains 7945 members Mstep: Class 18 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -15517728.000000 Penalty: 45413.464844 Iteration 13Q: 17 clusters Score -1.551773e+07 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 515 members Mstep: Class 3 contains 1181 members Mstep: Class 4 contains 4871 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 25222 members Mstep: Class 7 contains 1325 members Mstep: Class 8 contains 691 members Mstep: Class 9 contains 39589 members Mstep: Class 11 contains 1392 members Mstep: Class 12 contains 2159 members Mstep: Class 13 contains 3674 members Mstep: Class 14 contains 296 members Mstep: Class 15 contains 445 members Mstep: Class 16 contains 1945 members Mstep: Class 17 contains 8188 members Mstep: Class 18 contains 653 members Entering Unmasked Estep ConsiderDeletion Score: -15520167.000000 Penalty: 45413.464844 Iteration 14Q: 17 clusters Score -1.552017e+07 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 519 members Mstep: Class 3 contains 1210 members Mstep: Class 4 contains 5157 members Mstep: Class 5 contains 1180 members Mstep: Class 6 contains 25726 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 694 members Mstep: Class 9 contains 38562 members Mstep: Class 11 contains 1396 members Mstep: Class 12 contains 2195 members Mstep: Class 13 contains 3668 members Mstep: Class 14 contains 298 members Mstep: Class 15 contains 445 members Mstep: Class 16 contains 1953 members Mstep: Class 17 contains 8342 members Mstep: Class 18 contains 654 members Entering Unmasked Estep ConsiderDeletion Score: -15522069.000000 Penalty: 45413.464844 Iteration 15Q: 17 clusters Score -1.552207e+07 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 528 members Mstep: Class 3 contains 1229 members Mstep: Class 4 contains 5444 members Mstep: Class 5 contains 1185 members Mstep: Class 6 contains 25991 members Mstep: Class 7 contains 1326 members Mstep: Class 8 contains 695 members Mstep: Class 9 contains 37825 members Mstep: Class 11 contains 1391 members Mstep: Class 12 contains 2249 members Mstep: Class 13 contains 3654 members Mstep: Class 14 contains 298 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 1959 members Mstep: Class 17 contains 8451 members Mstep: Class 18 contains 654 members Entering Unmasked Estep ConsiderDeletion Score: -15523638.000000 Penalty: 45413.464844 Iteration 16Q: 17 clusters Score -1.552364e+07 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 531 members Mstep: Class 3 contains 1251 members Mstep: Class 4 contains 5719 members Mstep: Class 5 contains 1184 members Mstep: Class 6 contains 26190 members Mstep: Class 7 contains 1325 members Mstep: Class 8 contains 696 members Mstep: Class 9 contains 37228 members Mstep: Class 11 contains 1375 members Mstep: Class 12 contains 2301 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 299 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 1974 members Mstep: Class 17 contains 8545 members Mstep: Class 18 contains 653 members Entering Unmasked Estep ConsiderDeletion Score: -15524749.000000 Penalty: 45413.464844 Iteration 17Q: 17 clusters Score -1.552475e+07 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 531 members Mstep: Class 3 contains 1273 members Mstep: Class 4 contains 5973 members Mstep: Class 5 contains 1186 members Mstep: Class 6 contains 26314 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 693 members Mstep: Class 9 contains 36735 members Mstep: Class 11 contains 1363 members Mstep: Class 12 contains 2354 members Mstep: Class 13 contains 3573 members Mstep: Class 14 contains 301 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 1983 members Mstep: Class 17 contains 8623 members Mstep: Class 18 contains 654 members Entering Unmasked Estep ConsiderDeletion Score: -15525838.000000 Penalty: 45413.464844 Iteration 18Q: 17 clusters Score -1.552584e+07 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 533 members Mstep: Class 3 contains 1292 members Mstep: Class 4 contains 6206 members Mstep: Class 5 contains 1188 members Mstep: Class 6 contains 26340 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 692 members Mstep: Class 9 contains 36367 members Mstep: Class 11 contains 1359 members Mstep: Class 12 contains 2414 members Mstep: Class 13 contains 3529 members Mstep: Class 14 contains 303 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 1978 members Mstep: Class 17 contains 8702 members Mstep: Class 18 contains 653 members Entering Unmasked Estep ConsiderDeletion Score: -15526696.000000 Penalty: 45413.464844 Iteration 19Q: 17 clusters Score -1.55267e+07 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 539 members Mstep: Class 3 contains 1316 members Mstep: Class 4 contains 6450 members Mstep: Class 5 contains 1189 members Mstep: Class 6 contains 26339 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 692 members Mstep: Class 9 contains 36016 members Mstep: Class 11 contains 1358 members Mstep: Class 12 contains 2471 members Mstep: Class 13 contains 3465 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 1974 members Mstep: Class 17 contains 8791 members Mstep: Class 18 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -15528948.000000 Penalty: 45413.464844 Iteration 20F: 17 clusters Score -1.552895e+07 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 526 members Mstep: Class 3 contains 1390 members Mstep: Class 4 contains 6745 members Mstep: Class 5 contains 1156 members Mstep: Class 6 contains 26741 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 690 members Mstep: Class 9 contains 35110 members Mstep: Class 11 contains 1340 members Mstep: Class 12 contains 2497 members Mstep: Class 13 contains 3395 members Mstep: Class 14 contains 309 members Mstep: Class 15 contains 448 members Mstep: Class 16 contains 1962 members Mstep: Class 17 contains 9039 members Mstep: Class 18 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -15531386.000000 Penalty: 45413.464844 Iteration 21Q: 17 clusters Score -1.553139e+07 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 520 members Mstep: Class 3 contains 1451 members Mstep: Class 4 contains 7045 members Mstep: Class 5 contains 1136 members Mstep: Class 6 contains 26981 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 688 members Mstep: Class 9 contains 34278 members Mstep: Class 11 contains 1332 members Mstep: Class 12 contains 2567 members Mstep: Class 13 contains 3325 members Mstep: Class 14 contains 312 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1955 members Mstep: Class 17 contains 9309 members Mstep: Class 18 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -15533743.000000 Penalty: 45413.464844 Iteration 22Q: 17 clusters Score -1.553374e+07 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 523 members Mstep: Class 3 contains 1492 members Mstep: Class 4 contains 7312 members Mstep: Class 5 contains 1129 members Mstep: Class 6 contains 27087 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 687 members Mstep: Class 9 contains 33417 members Mstep: Class 11 contains 1326 members Mstep: Class 12 contains 2669 members Mstep: Class 13 contains 3260 members Mstep: Class 14 contains 313 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 1936 members Mstep: Class 17 contains 9745 members Mstep: Class 18 contains 653 members Entering Unmasked Estep ConsiderDeletion Score: -15536385.000000 Penalty: 45413.464844 Iteration 23Q: 17 clusters Score -1.553638e+07 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 538 members Mstep: Class 3 contains 1535 members Mstep: Class 4 contains 7602 members Mstep: Class 5 contains 1131 members Mstep: Class 6 contains 27110 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 682 members Mstep: Class 9 contains 32596 members Mstep: Class 11 contains 1317 members Mstep: Class 12 contains 2751 members Mstep: Class 13 contains 3168 members Mstep: Class 14 contains 314 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1914 members Mstep: Class 17 contains 10239 members Mstep: Class 18 contains 654 members Entering Unmasked Estep ConsiderDeletion Score: -15539463.000000 Penalty: 45413.464844 Iteration 24Q: 17 clusters Score -1.553946e+07 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 551 members Mstep: Class 3 contains 1576 members Mstep: Class 4 contains 7945 members Mstep: Class 5 contains 1135 members Mstep: Class 6 contains 27086 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 676 members Mstep: Class 9 contains 31762 members Mstep: Class 11 contains 1303 members Mstep: Class 12 contains 2840 members Mstep: Class 13 contains 3064 members Mstep: Class 14 contains 316 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1900 members Mstep: Class 17 contains 10744 members Mstep: Class 18 contains 654 members Entering Unmasked Estep ConsiderDeletion Score: -15543465.000000 Penalty: 45413.464844 Iteration 25Q: 17 clusters Score -1.554346e+07 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 566 members Mstep: Class 3 contains 1610 members Mstep: Class 4 contains 8360 members Mstep: Class 5 contains 1136 members Mstep: Class 6 contains 26951 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 672 members Mstep: Class 9 contains 31025 members Mstep: Class 11 contains 1286 members Mstep: Class 12 contains 2907 members Mstep: Class 13 contains 2989 members Mstep: Class 14 contains 318 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1881 members Mstep: Class 17 contains 11197 members Mstep: Class 18 contains 654 members Entering Unmasked Estep ConsiderDeletion Score: -15549310.000000 Penalty: 45413.464844 Iteration 26Q: 17 clusters Score -1.554931e+07 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 586 members Mstep: Class 3 contains 1644 members Mstep: Class 4 contains 9102 members Mstep: Class 5 contains 1135 members Mstep: Class 6 contains 26567 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 670 members Mstep: Class 9 contains 30429 members Mstep: Class 11 contains 1259 members Mstep: Class 12 contains 2927 members Mstep: Class 13 contains 2886 members Mstep: Class 14 contains 318 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1861 members Mstep: Class 17 contains 11514 members Mstep: Class 18 contains 655 members Entering Unmasked Estep ConsiderDeletion Score: -15550968.000000 Penalty: 45413.464844 Iteration 27Q: 17 clusters Score -1.555097e+07 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 603 members Mstep: Class 3 contains 1658 members Mstep: Class 4 contains 9498 members Mstep: Class 5 contains 1138 members Mstep: Class 6 contains 26335 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 671 members Mstep: Class 9 contains 29866 members Mstep: Class 11 contains 1245 members Mstep: Class 12 contains 3003 members Mstep: Class 13 contains 2845 members Mstep: Class 14 contains 318 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1847 members Mstep: Class 17 contains 11870 members Mstep: Class 18 contains 655 members Entering Unmasked Estep ConsiderDeletion Score: -15552059.000000 Penalty: 45413.464844 Iteration 28Q: 17 clusters Score -1.555206e+07 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 617 members Mstep: Class 3 contains 1683 members Mstep: Class 4 contains 9701 members Mstep: Class 5 contains 1141 members Mstep: Class 6 contains 26193 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 670 members Mstep: Class 9 contains 29329 members Mstep: Class 11 contains 1241 members Mstep: Class 12 contains 3078 members Mstep: Class 13 contains 2839 members Mstep: Class 14 contains 318 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1839 members Mstep: Class 17 contains 12248 members Mstep: Class 18 contains 655 members Entering Unmasked Estep ConsiderDeletion Score: -15552686.000000 Penalty: 45413.464844 Iteration 29Q: 17 clusters Score -1.555269e+07 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 624 members Mstep: Class 3 contains 1708 members Mstep: Class 4 contains 9827 members Mstep: Class 5 contains 1141 members Mstep: Class 6 contains 26102 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 673 members Mstep: Class 9 contains 28814 members Mstep: Class 11 contains 1236 members Mstep: Class 12 contains 3160 members Mstep: Class 13 contains 2845 members Mstep: Class 14 contains 318 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1836 members Mstep: Class 17 contains 12613 members Mstep: Class 18 contains 655 members Entering Unmasked Estep ConsiderDeletion Score: -15553225.000000 Penalty: 45413.464844 Iteration 30Q: 17 clusters Score -1.555322e+07 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 636 members Mstep: Class 3 contains 1738 members Mstep: Class 4 contains 9889 members Mstep: Class 5 contains 1142 members Mstep: Class 6 contains 26038 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 673 members Mstep: Class 9 contains 28359 members Mstep: Class 11 contains 1233 members Mstep: Class 12 contains 3231 members Mstep: Class 13 contains 2847 members Mstep: Class 14 contains 318 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1835 members Mstep: Class 17 contains 12959 members Mstep: Class 18 contains 655 members Entering Unmasked Estep ConsiderDeletion Score: -15553600.000000 Penalty: 45413.464844 Iteration 31Q: 17 clusters Score -1.55536e+07 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 647 members Mstep: Class 3 contains 1762 members Mstep: Class 4 contains 9912 members Mstep: Class 5 contains 1143 members Mstep: Class 6 contains 25982 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 673 members Mstep: Class 9 contains 27931 members Mstep: Class 11 contains 1232 members Mstep: Class 12 contains 3301 members Mstep: Class 13 contains 2850 members Mstep: Class 14 contains 318 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1833 members Mstep: Class 17 contains 13314 members Mstep: Class 18 contains 654 members Entering Unmasked Estep ConsiderDeletion Score: -15553978.000000 Penalty: 45413.464844 Iteration 32Q: 17 clusters Score -1.555398e+07 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 653 members Mstep: Class 3 contains 1781 members Mstep: Class 4 contains 9905 members Mstep: Class 5 contains 1145 members Mstep: Class 6 contains 25963 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 673 members Mstep: Class 9 contains 27475 members Mstep: Class 11 contains 1234 members Mstep: Class 12 contains 3361 members Mstep: Class 13 contains 2855 members Mstep: Class 14 contains 318 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1831 members Mstep: Class 17 contains 13704 members Mstep: Class 18 contains 654 members Entering Unmasked Estep ConsiderDeletion Score: -15554359.000000 Penalty: 45413.464844 Iteration 33Q: 17 clusters Score -1.555436e+07 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 659 members Mstep: Class 3 contains 1795 members Mstep: Class 4 contains 9899 members Mstep: Class 5 contains 1149 members Mstep: Class 6 contains 25962 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 675 members Mstep: Class 9 contains 26963 members Mstep: Class 11 contains 1233 members Mstep: Class 12 contains 3416 members Mstep: Class 13 contains 2862 members Mstep: Class 14 contains 319 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1829 members Mstep: Class 17 contains 14138 members Mstep: Class 18 contains 653 members Entering Unmasked Estep ConsiderDeletion Score: -15554702.000000 Penalty: 45413.464844 Iteration 34Q: 17 clusters Score -1.55547e+07 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 666 members Mstep: Class 3 contains 1812 members Mstep: Class 4 contains 9897 members Mstep: Class 5 contains 1151 members Mstep: Class 6 contains 25938 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 676 members Mstep: Class 9 contains 26393 members Mstep: Class 11 contains 1234 members Mstep: Class 12 contains 3469 members Mstep: Class 13 contains 2867 members Mstep: Class 14 contains 320 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1827 members Mstep: Class 17 contains 14650 members Mstep: Class 18 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -15555117.000000 Penalty: 45413.464844 Iteration 35Q: 17 clusters Score -1.555512e+07 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 671 members Mstep: Class 3 contains 1829 members Mstep: Class 4 contains 9889 members Mstep: Class 5 contains 1151 members Mstep: Class 6 contains 25898 members Mstep: Class 7 contains 1324 members Mstep: Class 8 contains 676 members Mstep: Class 9 contains 25723 members Mstep: Class 11 contains 1229 members Mstep: Class 12 contains 3531 members Mstep: Class 13 contains 2876 members Mstep: Class 14 contains 320 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1826 members Mstep: Class 17 contains 15281 members Mstep: Class 18 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -15555577.000000 Penalty: 45413.464844 Iteration 36Q: 17 clusters Score -1.555558e+07 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 101 members Mstep: Class 1 contains 677 members Mstep: Class 3 contains 1839 members Mstep: Class 4 contains 9870 members Mstep: Class 5 contains 1152 members Mstep: Class 6 contains 25858 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 678 members Mstep: Class 9 contains 24913 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 3589 members Mstep: Class 13 contains 2887 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1826 members Mstep: Class 17 contains 16065 members Mstep: Class 18 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -15556125.000000 Penalty: 45413.464844 Iteration 37Q: 17 clusters Score -1.555612e+07 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 684 members Mstep: Class 3 contains 1852 members Mstep: Class 4 contains 9850 members Mstep: Class 5 contains 1153 members Mstep: Class 6 contains 25810 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 678 members Mstep: Class 9 contains 23929 members Mstep: Class 11 contains 1222 members Mstep: Class 12 contains 3634 members Mstep: Class 13 contains 2901 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1826 members Mstep: Class 17 contains 17040 members Mstep: Class 18 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -15557116.000000 Penalty: 45413.464844 Iteration 38Q: 17 clusters Score -1.555712e+07 nChanged 1416 Entering ConstructFrom: Score: -15557116.000000 Penalty: 45413.464844 Entering ConstructFrom: Trying to split cluster 1 (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: -97113.773438 Penalty: 1626.784546 Iteration 0F: 2 clusters Score -97113.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -95673.726562 Penalty: 3253.569092 Iteration 0F: 3 clusters Score -95673.73 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -96455.851562 Penalty: 3253.569092 Iteration 1F: 3 clusters Score -96455.85 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -97033.148438 Penalty: 3253.569092 Iteration 2F: 3 clusters Score -97033.15 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -97309.687500 Penalty: 3253.569092 Iteration 3F: 3 clusters Score -97309.69 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -97493.609375 Penalty: 3253.569092 Iteration 4Q: 3 clusters Score -97493.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -97628.125000 Penalty: 3253.569092 Iteration 5Q: 3 clusters Score -97628.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -97743.062500 Penalty: 3253.569092 Iteration 6Q: 3 clusters Score -97743.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -97839.062500 Penalty: 3253.569092 Iteration 7Q: 3 clusters Score -97839.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -97947.000000 Penalty: 3253.569092 Iteration 8Q: 3 clusters Score -97947 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -98040.398438 Penalty: 3253.569092 Iteration 9Q: 3 clusters Score -98040.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -98166.757812 Penalty: 3253.569092 Iteration 10Q: 3 clusters Score -98166.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -98241.617188 Penalty: 3253.569092 Iteration 11Q: 3 clusters Score -98241.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -98273.718750 Penalty: 3253.569092 Iteration 12Q: 3 clusters Score -98273.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -98312.031250 Penalty: 3253.569092 Iteration 13Q: 3 clusters Score -98312.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -98358.015625 Penalty: 3253.569092 Iteration 14Q: 3 clusters Score -98358.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -98393.539062 Penalty: 3253.569092 Iteration 15Q: 3 clusters Score -98393.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -98410.468750 Penalty: 3253.569092 Iteration 16Q: 3 clusters Score -98410.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -98416.195312 Penalty: 3253.569092 Iteration 17Q: 3 clusters Score -98416.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -98417.796875 Penalty: 3253.569092 Iteration 18Q: 3 clusters Score -98417.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -98418.679688 Penalty: 3253.569092 Iteration 19Q: 3 clusters Score -98418.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -98437.492188 Penalty: 3253.569092 Iteration 20F: 3 clusters Score -98437.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -98483.390625 Penalty: 3253.569092 Iteration 21Q: 3 clusters Score -98483.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -98494.867188 Penalty: 3253.569092 Iteration 22Q: 3 clusters Score -98494.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -98495.468750 Penalty: 3253.569092 Iteration 23Q: 3 clusters Score -98495.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -98495.468750 Penalty: 3253.569092 Iteration 24F: 3 clusters Score -98495.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1863 members Mstep: Class 4 contains 9832 members Mstep: Class 5 contains 1155 members Mstep: Class 6 contains 25761 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 678 members Mstep: Class 9 contains 22775 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 3665 members Mstep: Class 13 contains 2913 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Entering Unmasked Estep Score: -15557871.000000 Penalty: 48251.804688 Splitting cluster 1 changes total score from -15557116.000000 to -15557871.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 3 (1863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Entering Unmasked Estep Score: -261965.500000 Penalty: 1867.426025 Iteration 0F: 2 clusters Score -261965.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -259634.187500 Penalty: 3734.852051 Iteration 0F: 3 clusters Score -259634.2 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -261119.312500 Penalty: 3734.852051 Iteration 1F: 3 clusters Score -261119.3 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -262490.156250 Penalty: 3734.852051 Iteration 2F: 3 clusters Score -262490.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -263089.406250 Penalty: 3734.852051 Iteration 3F: 3 clusters Score -263089.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -263336.000000 Penalty: 3734.852051 Iteration 4Q: 3 clusters Score -263336 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -263450.718750 Penalty: 3734.852051 Iteration 5Q: 3 clusters Score -263450.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -263519.875000 Penalty: 3734.852051 Iteration 6Q: 3 clusters Score -263519.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -263558.125000 Penalty: 3734.852051 Iteration 7Q: 3 clusters Score -263558.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -263586.937500 Penalty: 3734.852051 Iteration 8Q: 3 clusters Score -263586.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -263600.093750 Penalty: 3734.852051 Iteration 9Q: 3 clusters Score -263600.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -263606.500000 Penalty: 3734.852051 Iteration 10Q: 3 clusters Score -263606.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -263608.593750 Penalty: 3734.852051 Iteration 11Q: 3 clusters Score -263608.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -263608.906250 Penalty: 3734.852051 Iteration 12Q: 3 clusters Score -263608.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -263610.875000 Penalty: 3734.852051 Iteration 13F: 3 clusters Score -263610.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -263613.406250 Penalty: 3734.852051 Iteration 14Q: 3 clusters Score -263613.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -263615.375000 Penalty: 3734.852051 Iteration 15Q: 3 clusters Score -263615.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -263618.562500 Penalty: 3734.852051 Iteration 16Q: 3 clusters Score -263618.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -263622.468750 Penalty: 3734.852051 Iteration 17Q: 3 clusters Score -263622.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -263623.031250 Penalty: 3734.852051 Iteration 18Q: 3 clusters Score -263623 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -263623.031250 Penalty: 3734.852051 Iteration 19F: 3 clusters Score -263623 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 9832 members Mstep: Class 5 contains 1155 members Mstep: Class 6 contains 25761 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 678 members Mstep: Class 9 contains 22775 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 3665 members Mstep: Class 13 contains 2913 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Entering Unmasked Estep Score: -15558546.000000 Penalty: 51090.148438 Splitting cluster 3 changes total score from -15557116.000000 to -15558546.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 4 (9832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Entering Unmasked Estep Score: -1670148.250000 Penalty: 2279.962646 Iteration 0F: 2 clusters Score -1670148 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -1662693.750000 Penalty: 4559.925293 Iteration 0F: 3 clusters Score -1662694 nChanged 4111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -1665861.500000 Penalty: 4559.925293 Iteration 1F: 3 clusters Score -1665862 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -1668140.375000 Penalty: 4559.925293 Iteration 2F: 3 clusters Score -1668140 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -1670349.625000 Penalty: 4559.925293 Iteration 3F: 3 clusters Score -1670350 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1671316.625000 Penalty: 4559.925293 Iteration 4F: 3 clusters Score -1671317 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1671634.875000 Penalty: 4559.925293 Iteration 5Q: 3 clusters Score -1671635 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -1671725.125000 Penalty: 4559.925293 Iteration 6Q: 3 clusters Score -1671725 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -1671771.375000 Penalty: 4559.925293 Iteration 7Q: 3 clusters Score -1671771 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1671805.125000 Penalty: 4559.925293 Iteration 8Q: 3 clusters Score -1671805 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1671812.875000 Penalty: 4559.925293 Iteration 9Q: 3 clusters Score -1671813 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -1671829.500000 Penalty: 4559.925293 Iteration 10Q: 3 clusters Score -1671830 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1671836.500000 Penalty: 4559.925293 Iteration 11Q: 3 clusters Score -1671836 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1671840.000000 Penalty: 4559.925293 Iteration 12Q: 3 clusters Score -1671840 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -1671843.000000 Penalty: 4559.925293 Iteration 13Q: 3 clusters Score -1671843 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -1671849.875000 Penalty: 4559.925293 Iteration 14Q: 3 clusters Score -1671850 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1671854.000000 Penalty: 4559.925293 Iteration 15Q: 3 clusters Score -1671854 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -1671859.375000 Penalty: 4559.925293 Iteration 16Q: 3 clusters Score -1671859 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1671863.750000 Penalty: 4559.925293 Iteration 17Q: 3 clusters Score -1671864 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1671869.000000 Penalty: 4559.925293 Iteration 18Q: 3 clusters Score -1671869 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1671875.000000 Penalty: 4559.925293 Iteration 19Q: 3 clusters Score -1671875 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -1671875.875000 Penalty: 4559.925293 Iteration 20F: 3 clusters Score -1671876 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1671878.625000 Penalty: 4559.925293 Iteration 21Q: 3 clusters Score -1671879 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1671884.000000 Penalty: 4559.925293 Iteration 22Q: 3 clusters Score -1671884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -1671884.125000 Penalty: 4559.925293 Iteration 23Q: 3 clusters Score -1671884 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -1671889.625000 Penalty: 4559.925293 Iteration 24Q: 3 clusters Score -1671890 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -1671897.750000 Penalty: 4559.925293 Iteration 25Q: 3 clusters Score -1671898 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -1671900.500000 Penalty: 4559.925293 Iteration 26Q: 3 clusters Score -1671900 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -1671902.750000 Penalty: 4559.925293 Iteration 27Q: 3 clusters Score -1671903 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1671901.875000 Penalty: 4559.925293 Iteration 28Q: 3 clusters Score -1671902 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1671904.250000 Penalty: 4559.925293 Iteration 29Q: 3 clusters Score -1671904 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1671915.625000 Penalty: 4559.925293 Iteration 30Q: 3 clusters Score -1671916 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1671922.000000 Penalty: 4559.925293 Iteration 31Q: 3 clusters Score -1671922 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -1671921.750000 Penalty: 4559.925293 Iteration 32Q: 3 clusters Score -1671922 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -1671925.500000 Penalty: 4559.925293 Iteration 33Q: 3 clusters Score -1671926 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -1671927.250000 Penalty: 4559.925293 Iteration 34Q: 3 clusters Score -1671927 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1671928.750000 Penalty: 4559.925293 Iteration 35Q: 3 clusters Score -1671929 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -1671931.125000 Penalty: 4559.925293 Iteration 36Q: 3 clusters Score -1671931 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1671932.625000 Penalty: 4559.925293 Iteration 37Q: 3 clusters Score -1671933 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1671936.000000 Penalty: 4559.925293 Iteration 38Q: 3 clusters Score -1671936 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1671939.750000 Penalty: 4559.925293 Iteration 39Q: 3 clusters Score -1671940 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -1671939.250000 Penalty: 4559.925293 Iteration 40F: 3 clusters Score -1671939 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1671941.500000 Penalty: 4559.925293 Iteration 41Q: 3 clusters Score -1671942 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -1671946.000000 Penalty: 4559.925293 Iteration 42Q: 3 clusters Score -1671946 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1671946.875000 Penalty: 4559.925293 Iteration 43Q: 3 clusters Score -1671947 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1671948.000000 Penalty: 4559.925293 Iteration 44Q: 3 clusters Score -1671948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1671947.875000 Penalty: 4559.925293 Iteration 45Q: 3 clusters Score -1671948 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1671947.500000 Penalty: 4559.925293 Iteration 46Q: 3 clusters Score -1671948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1671949.375000 Penalty: 4559.925293 Iteration 47Q: 3 clusters Score -1671949 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -1671948.125000 Penalty: 4559.925293 Iteration 48Q: 3 clusters Score -1671948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -1671949.375000 Penalty: 4559.925293 Iteration 49Q: 3 clusters Score -1671949 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1671947.500000 Penalty: 4559.925293 Iteration 50Q: 3 clusters Score -1671948 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1671948.625000 Penalty: 4559.925293 Iteration 51Q: 3 clusters Score -1671949 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1671945.125000 Penalty: 4559.925293 Iteration 52Q: 3 clusters Score -1671945 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1671945.125000 Penalty: 4559.925293 Iteration 53F: 3 clusters Score -1671945 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 1155 members Mstep: Class 6 contains 25761 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 678 members Mstep: Class 9 contains 22775 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 3665 members Mstep: Class 13 contains 2913 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Entering Unmasked Estep Score: -15559810.000000 Penalty: 53928.488281 Splitting cluster 4 changes total score from -15557116.000000 to -15559810.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 5 (1155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Entering Unmasked Estep Score: -112986.843750 Penalty: 1748.860229 Iteration 0F: 2 clusters Score -112986.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -111585.476562 Penalty: 3497.720459 Iteration 0F: 3 clusters Score -111585.5 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -114099.562500 Penalty: 3497.720459 Iteration 1F: 3 clusters Score -114099.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -115117.585938 Penalty: 3497.720459 Iteration 2F: 3 clusters Score -115117.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -115565.289062 Penalty: 3497.720459 Iteration 3Q: 3 clusters Score -115565.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -115780.375000 Penalty: 3497.720459 Iteration 4Q: 3 clusters Score -115780.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -115899.781250 Penalty: 3497.720459 Iteration 5Q: 3 clusters Score -115899.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -115970.703125 Penalty: 3497.720459 Iteration 6Q: 3 clusters Score -115970.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -116040.929688 Penalty: 3497.720459 Iteration 7Q: 3 clusters Score -116040.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -116083.718750 Penalty: 3497.720459 Iteration 8Q: 3 clusters Score -116083.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -116117.960938 Penalty: 3497.720459 Iteration 9Q: 3 clusters Score -116118 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -116156.687500 Penalty: 3497.720459 Iteration 10Q: 3 clusters Score -116156.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -116170.726562 Penalty: 3497.720459 Iteration 11Q: 3 clusters Score -116170.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -116180.843750 Penalty: 3497.720459 Iteration 12Q: 3 clusters Score -116180.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -116185.718750 Penalty: 3497.720459 Iteration 13Q: 3 clusters Score -116185.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -116186.906250 Penalty: 3497.720459 Iteration 14Q: 3 clusters Score -116186.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -116189.226562 Penalty: 3497.720459 Iteration 15Q: 3 clusters Score -116189.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -116191.226562 Penalty: 3497.720459 Iteration 16Q: 3 clusters Score -116191.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -116194.656250 Penalty: 3497.720459 Iteration 17Q: 3 clusters Score -116194.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -116198.093750 Penalty: 3497.720459 Iteration 18Q: 3 clusters Score -116198.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -116201.539062 Penalty: 3497.720459 Iteration 19Q: 3 clusters Score -116201.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -116206.445312 Penalty: 3497.720459 Iteration 20F: 3 clusters Score -116206.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -116212.562500 Penalty: 3497.720459 Iteration 21Q: 3 clusters Score -116212.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -116214.851562 Penalty: 3497.720459 Iteration 22Q: 3 clusters Score -116214.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -116219.351562 Penalty: 3497.720459 Iteration 23Q: 3 clusters Score -116219.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -116224.414062 Penalty: 3497.720459 Iteration 24Q: 3 clusters Score -116224.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -116227.304688 Penalty: 3497.720459 Iteration 25Q: 3 clusters Score -116227.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -116233.625000 Penalty: 3497.720459 Iteration 26Q: 3 clusters Score -116233.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -116244.765625 Penalty: 3497.720459 Iteration 27Q: 3 clusters Score -116244.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -116252.992188 Penalty: 3497.720459 Iteration 28Q: 3 clusters Score -116253 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -116256.328125 Penalty: 3497.720459 Iteration 29Q: 3 clusters Score -116256.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -116259.359375 Penalty: 3497.720459 Iteration 30Q: 3 clusters Score -116259.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -116261.429688 Penalty: 3497.720459 Iteration 31Q: 3 clusters Score -116261.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -116262.601562 Penalty: 3497.720459 Iteration 32Q: 3 clusters Score -116262.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -116262.601562 Penalty: 3497.720459 Iteration 33F: 3 clusters Score -116262.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 25761 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 678 members Mstep: Class 9 contains 22775 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 3665 members Mstep: Class 13 contains 2913 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Entering Unmasked Estep Score: -15561991.000000 Penalty: 56766.828125 Splitting cluster 5 changes total score from -15557116.000000 to -15561991.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 6 (25761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25761 members Entering Unmasked Estep Score: -4519848.000000 Penalty: 2518.841064 Iteration 0F: 2 clusters Score -4519848 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12878 members Mstep: Class 2 contains 12883 members Entering Unmasked Estep Score: -4502310.000000 Penalty: 5037.682129 Iteration 0F: 3 clusters Score -4502310 nChanged 11588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 13029 members Entering Unmasked Estep Score: -4511208.000000 Penalty: 5037.682129 Iteration 1F: 3 clusters Score -4511208 nChanged 3134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 13653 members Entering Unmasked Estep Score: -4517586.500000 Penalty: 5037.682129 Iteration 2F: 3 clusters Score -4517586 nChanged 3729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11379 members Mstep: Class 2 contains 14382 members Entering Unmasked Estep Score: -4525564.000000 Penalty: 5037.682129 Iteration 3F: 3 clusters Score -4525564 nChanged 2728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11429 members Mstep: Class 2 contains 14332 members Entering Unmasked Estep Score: -4529513.000000 Penalty: 5037.682129 Iteration 4F: 3 clusters Score -4529513 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Mstep: Class 2 contains 13892 members Entering Unmasked Estep Score: -4530732.500000 Penalty: 5037.682129 Iteration 5F: 3 clusters Score -4530732 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12232 members Mstep: Class 2 contains 13529 members Entering Unmasked Estep Score: -4531105.500000 Penalty: 5037.682129 Iteration 6Q: 3 clusters Score -4531106 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12513 members Mstep: Class 2 contains 13248 members Entering Unmasked Estep Score: -4531241.500000 Penalty: 5037.682129 Iteration 7Q: 3 clusters Score -4531242 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12703 members Mstep: Class 2 contains 13058 members Entering Unmasked Estep Score: -4531311.500000 Penalty: 5037.682129 Iteration 8Q: 3 clusters Score -4531312 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12857 members Mstep: Class 2 contains 12904 members Entering Unmasked Estep Score: -4531380.500000 Penalty: 5037.682129 Iteration 9Q: 3 clusters Score -4531380 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 12764 members Entering Unmasked Estep Score: -4531409.000000 Penalty: 5037.682129 Iteration 10Q: 3 clusters Score -4531409 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13151 members Mstep: Class 2 contains 12610 members Entering Unmasked Estep Score: -4531431.000000 Penalty: 5037.682129 Iteration 11Q: 3 clusters Score -4531431 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13308 members Mstep: Class 2 contains 12453 members Entering Unmasked Estep Score: -4531480.500000 Penalty: 5037.682129 Iteration 12Q: 3 clusters Score -4531480 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13471 members Mstep: Class 2 contains 12290 members Entering Unmasked Estep Score: -4531527.500000 Penalty: 5037.682129 Iteration 13Q: 3 clusters Score -4531528 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13624 members Mstep: Class 2 contains 12137 members Entering Unmasked Estep Score: -4531574.000000 Penalty: 5037.682129 Iteration 14Q: 3 clusters Score -4531574 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13797 members Mstep: Class 2 contains 11964 members Entering Unmasked Estep Score: -4531602.500000 Penalty: 5037.682129 Iteration 15Q: 3 clusters Score -4531602 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13984 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -4531698.000000 Penalty: 5037.682129 Iteration 16Q: 3 clusters Score -4531698 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14189 members Mstep: Class 2 contains 11572 members Entering Unmasked Estep Score: -4531762.000000 Penalty: 5037.682129 Iteration 17Q: 3 clusters Score -4531762 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14393 members Mstep: Class 2 contains 11368 members Entering Unmasked Estep Score: -4531829.500000 Penalty: 5037.682129 Iteration 18Q: 3 clusters Score -4531830 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14580 members Mstep: Class 2 contains 11181 members Entering Unmasked Estep Score: -4531885.500000 Penalty: 5037.682129 Iteration 19Q: 3 clusters Score -4531886 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14744 members Mstep: Class 2 contains 11017 members Entering Unmasked Estep Score: -4531958.000000 Penalty: 5037.682129 Iteration 20F: 3 clusters Score -4531958 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14891 members Mstep: Class 2 contains 10870 members Entering Unmasked Estep Score: -4532016.000000 Penalty: 5037.682129 Iteration 21Q: 3 clusters Score -4532016 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15021 members Mstep: Class 2 contains 10740 members Entering Unmasked Estep Score: -4532039.500000 Penalty: 5037.682129 Iteration 22Q: 3 clusters Score -4532040 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15140 members Mstep: Class 2 contains 10621 members Entering Unmasked Estep Score: -4532070.500000 Penalty: 5037.682129 Iteration 23Q: 3 clusters Score -4532070 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15242 members Mstep: Class 2 contains 10519 members Entering Unmasked Estep Score: -4532102.500000 Penalty: 5037.682129 Iteration 24Q: 3 clusters Score -4532102 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15328 members Mstep: Class 2 contains 10433 members Entering Unmasked Estep Score: -4532120.500000 Penalty: 5037.682129 Iteration 25Q: 3 clusters Score -4532120 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15397 members Mstep: Class 2 contains 10364 members Entering Unmasked Estep Score: -4532131.000000 Penalty: 5037.682129 Iteration 26Q: 3 clusters Score -4532131 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15450 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -4532141.000000 Penalty: 5037.682129 Iteration 27Q: 3 clusters Score -4532141 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15489 members Mstep: Class 2 contains 10272 members Entering Unmasked Estep Score: -4532139.000000 Penalty: 5037.682129 Iteration 28Q: 3 clusters Score -4532139 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15522 members Mstep: Class 2 contains 10239 members Entering Unmasked Estep Score: -4532139.500000 Penalty: 5037.682129 Iteration 29Q: 3 clusters Score -4532140 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15548 members Mstep: Class 2 contains 10213 members Entering Unmasked Estep Score: -4532141.500000 Penalty: 5037.682129 Iteration 30Q: 3 clusters Score -4532142 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 10191 members Entering Unmasked Estep Score: -4532149.000000 Penalty: 5037.682129 Iteration 31Q: 3 clusters Score -4532149 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15587 members Mstep: Class 2 contains 10174 members Entering Unmasked Estep Score: -4532159.000000 Penalty: 5037.682129 Iteration 32Q: 3 clusters Score -4532159 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15605 members Mstep: Class 2 contains 10156 members Entering Unmasked Estep Score: -4532157.000000 Penalty: 5037.682129 Iteration 33Q: 3 clusters Score -4532157 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15617 members Mstep: Class 2 contains 10144 members Entering Unmasked Estep Score: -4532157.500000 Penalty: 5037.682129 Iteration 34Q: 3 clusters Score -4532158 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15626 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -4532163.500000 Penalty: 5037.682129 Iteration 35Q: 3 clusters Score -4532164 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15631 members Mstep: Class 2 contains 10130 members Entering Unmasked Estep Score: -4532163.500000 Penalty: 5037.682129 Iteration 36Q: 3 clusters Score -4532164 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15635 members Mstep: Class 2 contains 10126 members Entering Unmasked Estep Score: -4532160.000000 Penalty: 5037.682129 Iteration 37Q: 3 clusters Score -4532160 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15637 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -4532166.500000 Penalty: 5037.682129 Iteration 38Q: 3 clusters Score -4532166 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15638 members Mstep: Class 2 contains 10123 members Entering Unmasked Estep Score: -4532167.000000 Penalty: 5037.682129 Iteration 39Q: 3 clusters Score -4532167 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15639 members Mstep: Class 2 contains 10122 members Entering Unmasked Estep Score: -4532163.000000 Penalty: 5037.682129 Iteration 40F: 3 clusters Score -4532163 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 678 members Mstep: Class 9 contains 22775 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 3665 members Mstep: Class 13 contains 2913 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Mstep: Class 21 contains 10122 members Entering Unmasked Estep Score: -15573975.000000 Penalty: 59605.171875 Splitting cluster 6 changes total score from -15557116.000000 to -15573975.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 7 (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: -205546.343750 Penalty: 1782.539062 Iteration 0F: 2 clusters Score -205546.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -203395.609375 Penalty: 3565.078125 Iteration 0F: 3 clusters Score -203395.6 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -203952.750000 Penalty: 3565.078125 Iteration 1F: 3 clusters Score -203952.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -204496.687500 Penalty: 3565.078125 Iteration 2F: 3 clusters Score -204496.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -205257.437500 Penalty: 3565.078125 Iteration 3F: 3 clusters Score -205257.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -205788.109375 Penalty: 3565.078125 Iteration 4F: 3 clusters Score -205788.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -206003.453125 Penalty: 3565.078125 Iteration 5F: 3 clusters Score -206003.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -206097.140625 Penalty: 3565.078125 Iteration 6Q: 3 clusters Score -206097.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -206157.562500 Penalty: 3565.078125 Iteration 7Q: 3 clusters Score -206157.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -206198.703125 Penalty: 3565.078125 Iteration 8Q: 3 clusters Score -206198.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -206222.093750 Penalty: 3565.078125 Iteration 9Q: 3 clusters Score -206222.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -206230.671875 Penalty: 3565.078125 Iteration 10Q: 3 clusters Score -206230.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -206239.890625 Penalty: 3565.078125 Iteration 11Q: 3 clusters Score -206239.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -206249.421875 Penalty: 3565.078125 Iteration 12Q: 3 clusters Score -206249.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -206254.921875 Penalty: 3565.078125 Iteration 13Q: 3 clusters Score -206254.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -206270.859375 Penalty: 3565.078125 Iteration 14Q: 3 clusters Score -206270.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -206275.203125 Penalty: 3565.078125 Iteration 15Q: 3 clusters Score -206275.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -206278.312500 Penalty: 3565.078125 Iteration 16Q: 3 clusters Score -206278.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -206278.984375 Penalty: 3565.078125 Iteration 17Q: 3 clusters Score -206279 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -206280.765625 Penalty: 3565.078125 Iteration 18Q: 3 clusters Score -206280.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -206284.359375 Penalty: 3565.078125 Iteration 19Q: 3 clusters Score -206284.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -206284.687500 Penalty: 3565.078125 Iteration 20F: 3 clusters Score -206284.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 678 members Mstep: Class 9 contains 22775 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 3665 members Mstep: Class 13 contains 2913 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Mstep: Class 21 contains 10122 members Mstep: Class 22 contains 502 members Entering Unmasked Estep Score: -15573658.000000 Penalty: 62443.511719 Splitting cluster 7 changes total score from -15557116.000000 to -15573658.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 8 (678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Entering Unmasked Estep Score: -90847.023438 Penalty: 1616.748535 Iteration 0F: 2 clusters Score -90847.02 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 319 members Entering Unmasked Estep Score: -89436.531250 Penalty: 3233.497070 Iteration 0F: 3 clusters Score -89436.53 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -90378.078125 Penalty: 3233.497070 Iteration 1F: 3 clusters Score -90378.08 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -91027.250000 Penalty: 3233.497070 Iteration 2F: 3 clusters Score -91027.25 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -91628.554688 Penalty: 3233.497070 Iteration 3F: 3 clusters Score -91628.55 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -91863.328125 Penalty: 3233.497070 Iteration 4Q: 3 clusters Score -91863.33 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -92042.179688 Penalty: 3233.497070 Iteration 5Q: 3 clusters Score -92042.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -92190.382812 Penalty: 3233.497070 Iteration 6Q: 3 clusters Score -92190.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -92273.554688 Penalty: 3233.497070 Iteration 7Q: 3 clusters Score -92273.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -92475.109375 Penalty: 3233.497070 Iteration 8Q: 3 clusters Score -92475.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -92691.468750 Penalty: 3233.497070 Iteration 9Q: 3 clusters Score -92691.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -92802.671875 Penalty: 3233.497070 Iteration 10Q: 3 clusters Score -92802.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -92885.742188 Penalty: 3233.497070 Iteration 11Q: 3 clusters Score -92885.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -92943.093750 Penalty: 3233.497070 Iteration 12Q: 3 clusters Score -92943.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -92982.718750 Penalty: 3233.497070 Iteration 13Q: 3 clusters Score -92982.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -93008.203125 Penalty: 3233.497070 Iteration 14Q: 3 clusters Score -93008.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -93050.546875 Penalty: 3233.497070 Iteration 15Q: 3 clusters Score -93050.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -93081.726562 Penalty: 3233.497070 Iteration 16Q: 3 clusters Score -93081.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -93134.742188 Penalty: 3233.497070 Iteration 17Q: 3 clusters Score -93134.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -93177.203125 Penalty: 3233.497070 Iteration 18Q: 3 clusters Score -93177.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -93292.039062 Penalty: 3233.497070 Iteration 19Q: 3 clusters Score -93292.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -93315.320312 Penalty: 3233.497070 Iteration 20F: 3 clusters Score -93315.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -93374.328125 Penalty: 3233.497070 Iteration 21Q: 3 clusters Score -93374.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -93387.156250 Penalty: 3233.497070 Iteration 22Q: 3 clusters Score -93387.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -93405.054688 Penalty: 3233.497070 Iteration 23Q: 3 clusters Score -93405.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -93405.054688 Penalty: 3233.497070 Iteration 24F: 3 clusters Score -93405.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 22775 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 3665 members Mstep: Class 13 contains 2913 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Mstep: Class 21 contains 10122 members Mstep: Class 22 contains 502 members Mstep: Class 23 contains 232 members Entering Unmasked Estep Score: -15575004.000000 Penalty: 65281.855469 Splitting cluster 8 changes total score from -15557116.000000 to -15575004.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 9 (22775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22775 members Entering Unmasked Estep Score: -3947349.250000 Penalty: 2488.287842 Iteration 0F: 2 clusters Score -3947349 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11371 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -3931761.500000 Penalty: 4976.575684 Iteration 0F: 3 clusters Score -3931762 nChanged 10312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 10598 members Entering Unmasked Estep Score: -3941433.000000 Penalty: 4976.575684 Iteration 1F: 3 clusters Score -3941433 nChanged 3242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13061 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -3948229.000000 Penalty: 4976.575684 Iteration 2F: 3 clusters Score -3948229 nChanged 2842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13693 members Mstep: Class 2 contains 9082 members Entering Unmasked Estep Score: -3952181.250000 Penalty: 4976.575684 Iteration 3F: 3 clusters Score -3952181 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13909 members Mstep: Class 2 contains 8866 members Entering Unmasked Estep Score: -3953741.750000 Penalty: 4976.575684 Iteration 4F: 3 clusters Score -3953742 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13901 members Mstep: Class 2 contains 8874 members Entering Unmasked Estep Score: -3954430.000000 Penalty: 4976.575684 Iteration 5Q: 3 clusters Score -3954430 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13775 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -3954855.000000 Penalty: 4976.575684 Iteration 6Q: 3 clusters Score -3954855 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13587 members Mstep: Class 2 contains 9188 members Entering Unmasked Estep Score: -3955233.250000 Penalty: 4976.575684 Iteration 7Q: 3 clusters Score -3955233 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13369 members Mstep: Class 2 contains 9406 members Entering Unmasked Estep Score: -3955602.000000 Penalty: 4976.575684 Iteration 8Q: 3 clusters Score -3955602 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13161 members Mstep: Class 2 contains 9614 members Entering Unmasked Estep Score: -3955933.250000 Penalty: 4976.575684 Iteration 9Q: 3 clusters Score -3955933 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12995 members Mstep: Class 2 contains 9780 members Entering Unmasked Estep Score: -3956250.750000 Penalty: 4976.575684 Iteration 10Q: 3 clusters Score -3956251 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12837 members Mstep: Class 2 contains 9938 members Entering Unmasked Estep Score: -3956726.750000 Penalty: 4976.575684 Iteration 11Q: 3 clusters Score -3956727 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12648 members Mstep: Class 2 contains 10127 members Entering Unmasked Estep Score: -3957869.750000 Penalty: 4976.575684 Iteration 12Q: 3 clusters Score -3957870 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12412 members Mstep: Class 2 contains 10363 members Entering Unmasked Estep Score: -3960375.000000 Penalty: 4976.575684 Iteration 13Q: 3 clusters Score -3960375 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 10368 members Entering Unmasked Estep Score: -3961761.500000 Penalty: 4976.575684 Iteration 14Q: 3 clusters Score -3961762 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12583 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -3962281.250000 Penalty: 4976.575684 Iteration 15Q: 3 clusters Score -3962281 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12754 members Mstep: Class 2 contains 10021 members Entering Unmasked Estep Score: -3962670.000000 Penalty: 4976.575684 Iteration 16Q: 3 clusters Score -3962670 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12893 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -3963023.250000 Penalty: 4976.575684 Iteration 17Q: 3 clusters Score -3963023 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Mstep: Class 2 contains 9781 members Entering Unmasked Estep Score: -3963344.250000 Penalty: 4976.575684 Iteration 18Q: 3 clusters Score -3963344 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13029 members Mstep: Class 2 contains 9746 members Entering Unmasked Estep Score: -3963697.500000 Penalty: 4976.575684 Iteration 19Q: 3 clusters Score -3963698 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13031 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -3964495.000000 Penalty: 4976.575684 Iteration 20F: 3 clusters Score -3964495 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12855 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -3966727.750000 Penalty: 4976.575684 Iteration 21Q: 3 clusters Score -3966728 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12577 members Mstep: Class 2 contains 10198 members Entering Unmasked Estep Score: -3969896.250000 Penalty: 4976.575684 Iteration 22Q: 3 clusters Score -3969896 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12610 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -3970936.250000 Penalty: 4976.575684 Iteration 23Q: 3 clusters Score -3970936 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12781 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -3971248.250000 Penalty: 4976.575684 Iteration 24Q: 3 clusters Score -3971248 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12933 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -3971400.750000 Penalty: 4976.575684 Iteration 25Q: 3 clusters Score -3971401 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13031 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -3971490.250000 Penalty: 4976.575684 Iteration 26Q: 3 clusters Score -3971490 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13110 members Mstep: Class 2 contains 9665 members Entering Unmasked Estep Score: -3971562.750000 Penalty: 4976.575684 Iteration 27Q: 3 clusters Score -3971563 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13166 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -3971602.750000 Penalty: 4976.575684 Iteration 28Q: 3 clusters Score -3971603 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13215 members Mstep: Class 2 contains 9560 members Entering Unmasked Estep Score: -3971618.250000 Penalty: 4976.575684 Iteration 29Q: 3 clusters Score -3971618 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13237 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -3971619.750000 Penalty: 4976.575684 Iteration 30Q: 3 clusters Score -3971620 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13253 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -3971624.500000 Penalty: 4976.575684 Iteration 31Q: 3 clusters Score -3971624 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Mstep: Class 2 contains 9512 members Entering Unmasked Estep Score: -3971627.250000 Penalty: 4976.575684 Iteration 32Q: 3 clusters Score -3971627 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13269 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -3971625.000000 Penalty: 4976.575684 Iteration 33Q: 3 clusters Score -3971625 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13272 members Mstep: Class 2 contains 9503 members Entering Unmasked Estep Score: -3971633.250000 Penalty: 4976.575684 Iteration 34Q: 3 clusters Score -3971633 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13274 members Mstep: Class 2 contains 9501 members Entering Unmasked Estep Score: -3971625.500000 Penalty: 4976.575684 Iteration 35Q: 3 clusters Score -3971626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13275 members Mstep: Class 2 contains 9500 members Entering Unmasked Estep Score: -3971626.500000 Penalty: 4976.575684 Iteration 36Q: 3 clusters Score -3971626 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13275 members Mstep: Class 2 contains 9500 members Entering Unmasked Estep Score: -3971635.250000 Penalty: 4976.575684 Iteration 37F: 3 clusters Score -3971635 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13284 members Mstep: Class 2 contains 9491 members Entering Unmasked Estep Score: -3971627.750000 Penalty: 4976.575684 Iteration 38Q: 3 clusters Score -3971628 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13289 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -3971628.250000 Penalty: 4976.575684 Iteration 39Q: 3 clusters Score -3971628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13292 members Mstep: Class 2 contains 9483 members Entering Unmasked Estep Score: -3971634.250000 Penalty: 4976.575684 Iteration 40F: 3 clusters Score -3971634 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13295 members Mstep: Class 2 contains 9480 members Entering Unmasked Estep Score: -3971630.750000 Penalty: 4976.575684 Iteration 41Q: 3 clusters Score -3971631 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13297 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -3971636.500000 Penalty: 4976.575684 Iteration 42Q: 3 clusters Score -3971636 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13299 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -3971640.500000 Penalty: 4976.575684 Iteration 43Q: 3 clusters Score -3971640 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13301 members Mstep: Class 2 contains 9474 members Entering Unmasked Estep Score: -3971636.250000 Penalty: 4976.575684 Iteration 44Q: 3 clusters Score -3971636 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13302 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -3971637.000000 Penalty: 4976.575684 Iteration 45Q: 3 clusters Score -3971637 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13303 members Mstep: Class 2 contains 9472 members Entering Unmasked Estep Score: -3971639.500000 Penalty: 4976.575684 Iteration 46Q: 3 clusters Score -3971640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13306 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -3971638.500000 Penalty: 4976.575684 Iteration 47Q: 3 clusters Score -3971638 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13307 members Mstep: Class 2 contains 9468 members Entering Unmasked Estep Score: -3971637.500000 Penalty: 4976.575684 Iteration 48Q: 3 clusters Score -3971638 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13307 members Mstep: Class 2 contains 9468 members Entering Unmasked Estep Score: -3971637.500000 Penalty: 4976.575684 Iteration 49F: 3 clusters Score -3971638 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 13307 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 3665 members Mstep: Class 13 contains 2913 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Mstep: Class 21 contains 10122 members Mstep: Class 22 contains 502 members Mstep: Class 23 contains 232 members Mstep: Class 24 contains 9468 members Entering Unmasked Estep Score: -15598880.000000 Penalty: 68120.195312 Splitting cluster 9 changes total score from -15557116.000000 to -15598880.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 11 (1225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Entering Unmasked Estep Score: -196804.765625 Penalty: 1763.452637 Iteration 0F: 2 clusters Score -196804.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -194762.343750 Penalty: 3526.905273 Iteration 0F: 3 clusters Score -194762.3 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -195232.906250 Penalty: 3526.905273 Iteration 1F: 3 clusters Score -195232.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -195591.906250 Penalty: 3526.905273 Iteration 2F: 3 clusters Score -195591.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -196148.609375 Penalty: 3526.905273 Iteration 3F: 3 clusters Score -196148.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -196889.375000 Penalty: 3526.905273 Iteration 4F: 3 clusters Score -196889.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -197538.515625 Penalty: 3526.905273 Iteration 5F: 3 clusters Score -197538.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -198097.234375 Penalty: 3526.905273 Iteration 6F: 3 clusters Score -198097.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -198458.156250 Penalty: 3526.905273 Iteration 7Q: 3 clusters Score -198458.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -198581.578125 Penalty: 3526.905273 Iteration 8Q: 3 clusters Score -198581.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -198642.328125 Penalty: 3526.905273 Iteration 9Q: 3 clusters Score -198642.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -198682.250000 Penalty: 3526.905273 Iteration 10Q: 3 clusters Score -198682.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -198709.734375 Penalty: 3526.905273 Iteration 11Q: 3 clusters Score -198709.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -198718.812500 Penalty: 3526.905273 Iteration 12Q: 3 clusters Score -198718.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -198727.171875 Penalty: 3526.905273 Iteration 13Q: 3 clusters Score -198727.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -198730.500000 Penalty: 3526.905273 Iteration 14Q: 3 clusters Score -198730.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -198736.328125 Penalty: 3526.905273 Iteration 15Q: 3 clusters Score -198736.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -198742.562500 Penalty: 3526.905273 Iteration 16Q: 3 clusters Score -198742.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -198754.296875 Penalty: 3526.905273 Iteration 17Q: 3 clusters Score -198754.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -198762.890625 Penalty: 3526.905273 Iteration 18Q: 3 clusters Score -198762.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -198767.796875 Penalty: 3526.905273 Iteration 19Q: 3 clusters Score -198767.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -198770.062500 Penalty: 3526.905273 Iteration 20F: 3 clusters Score -198770.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 13307 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 3665 members Mstep: Class 13 contains 2913 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Mstep: Class 21 contains 10122 members Mstep: Class 22 contains 502 members Mstep: Class 23 contains 232 members Mstep: Class 24 contains 9468 members Mstep: Class 25 contains 739 members Entering Unmasked Estep Score: -15599787.000000 Penalty: 70958.539062 Splitting cluster 11 changes total score from -15557116.000000 to -15599787.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 12 (3665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Entering Unmasked Estep Score: -596551.000000 Penalty: 2035.232788 Iteration 0F: 2 clusters Score -596551 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -592886.875000 Penalty: 4070.465576 Iteration 0F: 3 clusters Score -592886.9 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -594241.250000 Penalty: 4070.465576 Iteration 1F: 3 clusters Score -594241.2 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -595400.687500 Penalty: 4070.465576 Iteration 2F: 3 clusters Score -595400.7 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -596585.750000 Penalty: 4070.465576 Iteration 3F: 3 clusters Score -596585.8 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -597277.625000 Penalty: 4070.465576 Iteration 4F: 3 clusters Score -597277.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -597670.625000 Penalty: 4070.465576 Iteration 5F: 3 clusters Score -597670.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -597914.687500 Penalty: 4070.465576 Iteration 6Q: 3 clusters Score -597914.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -598028.500000 Penalty: 4070.465576 Iteration 7Q: 3 clusters Score -598028.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -598084.000000 Penalty: 4070.465576 Iteration 8Q: 3 clusters Score -598084 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -598133.875000 Penalty: 4070.465576 Iteration 9Q: 3 clusters Score -598133.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -598163.687500 Penalty: 4070.465576 Iteration 10Q: 3 clusters Score -598163.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -598182.375000 Penalty: 4070.465576 Iteration 11Q: 3 clusters Score -598182.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -598197.125000 Penalty: 4070.465576 Iteration 12Q: 3 clusters Score -598197.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -598209.000000 Penalty: 4070.465576 Iteration 13Q: 3 clusters Score -598209 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -598214.625000 Penalty: 4070.465576 Iteration 14Q: 3 clusters Score -598214.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -598218.937500 Penalty: 4070.465576 Iteration 15Q: 3 clusters Score -598218.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -598219.875000 Penalty: 4070.465576 Iteration 16Q: 3 clusters Score -598219.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -598226.500000 Penalty: 4070.465576 Iteration 17Q: 3 clusters Score -598226.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -598234.937500 Penalty: 4070.465576 Iteration 18Q: 3 clusters Score -598234.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -598238.437500 Penalty: 4070.465576 Iteration 19Q: 3 clusters Score -598238.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -598240.062500 Penalty: 4070.465576 Iteration 20F: 3 clusters Score -598240.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -598241.437500 Penalty: 4070.465576 Iteration 21Q: 3 clusters Score -598241.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -598242.687500 Penalty: 4070.465576 Iteration 22Q: 3 clusters Score -598242.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -598242.875000 Penalty: 4070.465576 Iteration 23Q: 3 clusters Score -598242.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -598244.750000 Penalty: 4070.465576 Iteration 24Q: 3 clusters Score -598244.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -598246.375000 Penalty: 4070.465576 Iteration 25Q: 3 clusters Score -598246.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -598245.000000 Penalty: 4070.465576 Iteration 26Q: 3 clusters Score -598245 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -598245.812500 Penalty: 4070.465576 Iteration 27Q: 3 clusters Score -598245.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -598245.812500 Penalty: 4070.465576 Iteration 28F: 3 clusters Score -598245.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 13307 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2097 members Mstep: Class 13 contains 2913 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Mstep: Class 21 contains 10122 members Mstep: Class 22 contains 502 members Mstep: Class 23 contains 232 members Mstep: Class 24 contains 9468 members Mstep: Class 25 contains 739 members Mstep: Class 26 contains 1568 members Entering Unmasked Estep Score: -15600653.000000 Penalty: 73796.875000 Splitting cluster 12 changes total score from -15557116.000000 to -15600653.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 13 (2913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Entering Unmasked Estep Score: -481104.375000 Penalty: 1978.280762 Iteration 0F: 2 clusters Score -481104.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -477917.906250 Penalty: 3956.561523 Iteration 0F: 3 clusters Score -477917.9 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -478787.000000 Penalty: 3956.561523 Iteration 1F: 3 clusters Score -478787 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -479171.187500 Penalty: 3956.561523 Iteration 2F: 3 clusters Score -479171.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -479477.000000 Penalty: 3956.561523 Iteration 3F: 3 clusters Score -479477 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -479775.375000 Penalty: 3956.561523 Iteration 4F: 3 clusters Score -479775.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -480195.718750 Penalty: 3956.561523 Iteration 5F: 3 clusters Score -480195.7 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -480611.750000 Penalty: 3956.561523 Iteration 6F: 3 clusters Score -480611.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -480909.156250 Penalty: 3956.561523 Iteration 7F: 3 clusters Score -480909.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -481160.093750 Penalty: 3956.561523 Iteration 8Q: 3 clusters Score -481160.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -481376.437500 Penalty: 3956.561523 Iteration 9Q: 3 clusters Score -481376.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -481508.343750 Penalty: 3956.561523 Iteration 10Q: 3 clusters Score -481508.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -481580.375000 Penalty: 3956.561523 Iteration 11Q: 3 clusters Score -481580.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -481620.093750 Penalty: 3956.561523 Iteration 12Q: 3 clusters Score -481620.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -481637.718750 Penalty: 3956.561523 Iteration 13Q: 3 clusters Score -481637.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -481643.937500 Penalty: 3956.561523 Iteration 14Q: 3 clusters Score -481643.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -481648.625000 Penalty: 3956.561523 Iteration 15Q: 3 clusters Score -481648.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -481654.468750 Penalty: 3956.561523 Iteration 16Q: 3 clusters Score -481654.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -481658.812500 Penalty: 3956.561523 Iteration 17Q: 3 clusters Score -481658.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -481663.500000 Penalty: 3956.561523 Iteration 18Q: 3 clusters Score -481663.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -481668.156250 Penalty: 3956.561523 Iteration 19Q: 3 clusters Score -481668.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -481679.812500 Penalty: 3956.561523 Iteration 20F: 3 clusters Score -481679.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -481693.406250 Penalty: 3956.561523 Iteration 21Q: 3 clusters Score -481693.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -481700.000000 Penalty: 3956.561523 Iteration 22Q: 3 clusters Score -481700 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -481711.343750 Penalty: 3956.561523 Iteration 23Q: 3 clusters Score -481711.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -481717.562500 Penalty: 3956.561523 Iteration 24Q: 3 clusters Score -481717.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -481720.406250 Penalty: 3956.561523 Iteration 25Q: 3 clusters Score -481720.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -481720.218750 Penalty: 3956.561523 Iteration 26Q: 3 clusters Score -481720.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -481720.218750 Penalty: 3956.561523 Iteration 27F: 3 clusters Score -481720.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 13307 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2097 members Mstep: Class 13 contains 2027 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Mstep: Class 21 contains 10122 members Mstep: Class 22 contains 502 members Mstep: Class 23 contains 232 members Mstep: Class 24 contains 9468 members Mstep: Class 25 contains 739 members Mstep: Class 26 contains 1568 members Mstep: Class 27 contains 886 members Entering Unmasked Estep Score: -15600431.000000 Penalty: 76635.218750 Splitting cluster 13 changes total score from -15557116.000000 to -15600431.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 14 (321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Entering Unmasked Estep Score: -39655.750000 Penalty: 1431.317383 Iteration 0F: 2 clusters Score -39655.75 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 163 members Entering Unmasked Estep Score: -38614.542969 Penalty: 2862.634766 Iteration 0F: 3 clusters Score -38614.54 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -38872.257812 Penalty: 2862.634766 Iteration 1F: 3 clusters Score -38872.26 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -39061.476562 Penalty: 2862.634766 Iteration 2F: 3 clusters Score -39061.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -39248.070312 Penalty: 2862.634766 Iteration 3F: 3 clusters Score -39248.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -39329.074219 Penalty: 2862.634766 Iteration 4Q: 3 clusters Score -39329.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -39356.773438 Penalty: 2862.634766 Iteration 5Q: 3 clusters Score -39356.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -39370.246094 Penalty: 2862.634766 Iteration 6Q: 3 clusters Score -39370.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -39371.562500 Penalty: 2862.634766 Iteration 7Q: 3 clusters Score -39371.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -39371.562500 Penalty: 2862.634766 Iteration 8F: 3 clusters Score -39371.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Entering Unmasked Estep Score: -63545.222656 Penalty: 1514.541626 Iteration 0F: 2 clusters Score -63545.22 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 217 members Entering Unmasked Estep Score: -62313.265625 Penalty: 3029.083252 Iteration 0F: 3 clusters Score -62313.27 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -62678.187500 Penalty: 3029.083252 Iteration 1F: 3 clusters Score -62678.19 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -62888.945312 Penalty: 3029.083252 Iteration 2F: 3 clusters Score -62888.95 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -63160.898438 Penalty: 3029.083252 Iteration 3F: 3 clusters Score -63160.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -63424.851562 Penalty: 3029.083252 Iteration 4F: 3 clusters Score -63424.85 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -63821.808594 Penalty: 3029.083252 Iteration 5F: 3 clusters Score -63821.81 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -64156.265625 Penalty: 3029.083252 Iteration 6F: 3 clusters Score -64156.27 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -64355.855469 Penalty: 3029.083252 Iteration 7F: 3 clusters Score -64355.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -64534.398438 Penalty: 3029.083252 Iteration 8Q: 3 clusters Score -64534.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -64595.203125 Penalty: 3029.083252 Iteration 9Q: 3 clusters Score -64595.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -64759.011719 Penalty: 3029.083252 Iteration 10Q: 3 clusters Score -64759.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -64842.941406 Penalty: 3029.083252 Iteration 11Q: 3 clusters Score -64842.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -64842.941406 Penalty: 3029.083252 Iteration 12F: 3 clusters Score -64842.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 13307 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2097 members Mstep: Class 13 contains 2027 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 160 members Mstep: Class 16 contains 1825 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Mstep: Class 21 contains 10122 members Mstep: Class 22 contains 502 members Mstep: Class 23 contains 232 members Mstep: Class 24 contains 9468 members Mstep: Class 25 contains 739 members Mstep: Class 26 contains 1568 members Mstep: Class 27 contains 886 members Mstep: Class 28 contains 289 members Entering Unmasked Estep Score: -15600406.000000 Penalty: 79473.562500 Splitting cluster 15 changes total score from -15557116.000000 to -15600406.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 16 (1825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Entering Unmasked Estep Score: -299934.656250 Penalty: 1862.315063 Iteration 0F: 2 clusters Score -299934.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -297479.343750 Penalty: 3724.630127 Iteration 0F: 3 clusters Score -297479.3 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -298042.093750 Penalty: 3724.630127 Iteration 1F: 3 clusters Score -298042.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -298479.031250 Penalty: 3724.630127 Iteration 2F: 3 clusters Score -298479 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -299031.343750 Penalty: 3724.630127 Iteration 3F: 3 clusters Score -299031.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -299518.937500 Penalty: 3724.630127 Iteration 4F: 3 clusters Score -299518.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -299793.687500 Penalty: 3724.630127 Iteration 5F: 3 clusters Score -299793.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -299894.218750 Penalty: 3724.630127 Iteration 6Q: 3 clusters Score -299894.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -299955.625000 Penalty: 3724.630127 Iteration 7Q: 3 clusters Score -299955.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -299974.218750 Penalty: 3724.630127 Iteration 8Q: 3 clusters Score -299974.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -299986.187500 Penalty: 3724.630127 Iteration 9Q: 3 clusters Score -299986.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -299998.750000 Penalty: 3724.630127 Iteration 10Q: 3 clusters Score -299998.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -300014.187500 Penalty: 3724.630127 Iteration 11Q: 3 clusters Score -300014.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -300041.687500 Penalty: 3724.630127 Iteration 12Q: 3 clusters Score -300041.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -300069.781250 Penalty: 3724.630127 Iteration 13Q: 3 clusters Score -300069.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -300115.468750 Penalty: 3724.630127 Iteration 14Q: 3 clusters Score -300115.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -300130.656250 Penalty: 3724.630127 Iteration 15Q: 3 clusters Score -300130.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -300138.093750 Penalty: 3724.630127 Iteration 16Q: 3 clusters Score -300138.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -300143.406250 Penalty: 3724.630127 Iteration 17Q: 3 clusters Score -300143.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -300149.031250 Penalty: 3724.630127 Iteration 18Q: 3 clusters Score -300149 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -300155.468750 Penalty: 3724.630127 Iteration 19Q: 3 clusters Score -300155.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -300161.250000 Penalty: 3724.630127 Iteration 20F: 3 clusters Score -300161.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -300164.281250 Penalty: 3724.630127 Iteration 21Q: 3 clusters Score -300164.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -300165.937500 Penalty: 3724.630127 Iteration 22Q: 3 clusters Score -300165.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -300167.968750 Penalty: 3724.630127 Iteration 23Q: 3 clusters Score -300168 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -300170.468750 Penalty: 3724.630127 Iteration 24Q: 3 clusters Score -300170.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -300171.562500 Penalty: 3724.630127 Iteration 25Q: 3 clusters Score -300171.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -300171.562500 Penalty: 3724.630127 Iteration 26F: 3 clusters Score -300171.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 13307 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2097 members Mstep: Class 13 contains 2027 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 160 members Mstep: Class 16 contains 691 members Mstep: Class 17 contains 18181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Mstep: Class 21 contains 10122 members Mstep: Class 22 contains 502 members Mstep: Class 23 contains 232 members Mstep: Class 24 contains 9468 members Mstep: Class 25 contains 739 members Mstep: Class 26 contains 1568 members Mstep: Class 27 contains 886 members Mstep: Class 28 contains 289 members Mstep: Class 29 contains 1134 members Entering Unmasked Estep Score: -15599661.000000 Penalty: 82311.906250 Splitting cluster 16 changes total score from -15557116.000000 to -15599661.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 17 (18181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18181 members Entering Unmasked Estep Score: -3075038.000000 Penalty: 2432.416748 Iteration 0F: 2 clusters Score -3075038 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 9094 members Entering Unmasked Estep Score: -3062413.750000 Penalty: 4864.833496 Iteration 0F: 3 clusters Score -3062414 nChanged 7998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -3071337.250000 Penalty: 4864.833496 Iteration 1F: 3 clusters Score -3071337 nChanged 3277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -3079639.250000 Penalty: 4864.833496 Iteration 2F: 3 clusters Score -3079639 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -3084068.500000 Penalty: 4864.833496 Iteration 3F: 3 clusters Score -3084068 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12601 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -3085374.750000 Penalty: 4864.833496 Iteration 4F: 3 clusters Score -3085375 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -3086513.750000 Penalty: 4864.833496 Iteration 5Q: 3 clusters Score -3086514 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -3087380.250000 Penalty: 4864.833496 Iteration 6Q: 3 clusters Score -3087380 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12152 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -3087764.750000 Penalty: 4864.833496 Iteration 7Q: 3 clusters Score -3087765 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12032 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -3087845.500000 Penalty: 4864.833496 Iteration 8Q: 3 clusters Score -3087846 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11929 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -3087874.750000 Penalty: 4864.833496 Iteration 9Q: 3 clusters Score -3087875 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -3087886.000000 Penalty: 4864.833496 Iteration 10Q: 3 clusters Score -3087886 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -3087896.250000 Penalty: 4864.833496 Iteration 11Q: 3 clusters Score -3087896 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11743 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -3087912.000000 Penalty: 4864.833496 Iteration 12Q: 3 clusters Score -3087912 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11705 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -3087920.250000 Penalty: 4864.833496 Iteration 13Q: 3 clusters Score -3087920 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11674 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -3087914.500000 Penalty: 4864.833496 Iteration 14Q: 3 clusters Score -3087914 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11650 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -3087919.750000 Penalty: 4864.833496 Iteration 15Q: 3 clusters Score -3087920 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11631 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -3087922.250000 Penalty: 4864.833496 Iteration 16Q: 3 clusters Score -3087922 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -3087929.250000 Penalty: 4864.833496 Iteration 17Q: 3 clusters Score -3087929 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11580 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -3087931.750000 Penalty: 4864.833496 Iteration 18Q: 3 clusters Score -3087932 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11566 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -3087940.750000 Penalty: 4864.833496 Iteration 19Q: 3 clusters Score -3087941 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11550 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -3087937.250000 Penalty: 4864.833496 Iteration 20F: 3 clusters Score -3087937 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -3087935.000000 Penalty: 4864.833496 Iteration 21Q: 3 clusters Score -3087935 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11525 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -3087939.250000 Penalty: 4864.833496 Iteration 22Q: 3 clusters Score -3087939 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11518 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -3087937.250000 Penalty: 4864.833496 Iteration 23Q: 3 clusters Score -3087937 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -3087939.500000 Penalty: 4864.833496 Iteration 24Q: 3 clusters Score -3087940 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -3087946.500000 Penalty: 4864.833496 Iteration 25Q: 3 clusters Score -3087946 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -3087945.750000 Penalty: 4864.833496 Iteration 26Q: 3 clusters Score -3087946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -3087947.250000 Penalty: 4864.833496 Iteration 27Q: 3 clusters Score -3087947 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -3087944.750000 Penalty: 4864.833496 Iteration 28Q: 3 clusters Score -3087945 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -3087950.000000 Penalty: 4864.833496 Iteration 29Q: 3 clusters Score -3087950 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11457 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -3087941.750000 Penalty: 4864.833496 Iteration 30Q: 3 clusters Score -3087942 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -3087947.750000 Penalty: 4864.833496 Iteration 31Q: 3 clusters Score -3087948 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11444 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -3087951.000000 Penalty: 4864.833496 Iteration 32Q: 3 clusters Score -3087951 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11437 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -3087952.250000 Penalty: 4864.833496 Iteration 33Q: 3 clusters Score -3087952 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -3087951.500000 Penalty: 4864.833496 Iteration 34Q: 3 clusters Score -3087952 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -3087949.000000 Penalty: 4864.833496 Iteration 35Q: 3 clusters Score -3087949 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -3087952.750000 Penalty: 4864.833496 Iteration 36Q: 3 clusters Score -3087953 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11408 members Mstep: Class 2 contains 6773 members Entering Unmasked Estep Score: -3087953.250000 Penalty: 4864.833496 Iteration 37Q: 3 clusters Score -3087953 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11403 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -3087954.750000 Penalty: 4864.833496 Iteration 38Q: 3 clusters Score -3087955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -3087951.500000 Penalty: 4864.833496 Iteration 39Q: 3 clusters Score -3087952 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -3087946.750000 Penalty: 4864.833496 Iteration 40F: 3 clusters Score -3087947 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11389 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -3087950.750000 Penalty: 4864.833496 Iteration 41Q: 3 clusters Score -3087951 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -3087952.250000 Penalty: 4864.833496 Iteration 42Q: 3 clusters Score -3087952 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -3087955.250000 Penalty: 4864.833496 Iteration 43Q: 3 clusters Score -3087955 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11365 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -3087957.250000 Penalty: 4864.833496 Iteration 44Q: 3 clusters Score -3087957 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11356 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -3087955.750000 Penalty: 4864.833496 Iteration 45Q: 3 clusters Score -3087956 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11352 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -3087952.000000 Penalty: 4864.833496 Iteration 46Q: 3 clusters Score -3087952 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -3087948.250000 Penalty: 4864.833496 Iteration 47Q: 3 clusters Score -3087948 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11339 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -3087946.250000 Penalty: 4864.833496 Iteration 48Q: 3 clusters Score -3087946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -3087946.250000 Penalty: 4864.833496 Iteration 49Q: 3 clusters Score -3087946 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -3087949.500000 Penalty: 4864.833496 Iteration 50Q: 3 clusters Score -3087950 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11319 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -3087948.750000 Penalty: 4864.833496 Iteration 51Q: 3 clusters Score -3087949 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -3087946.250000 Penalty: 4864.833496 Iteration 52Q: 3 clusters Score -3087946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -3087952.500000 Penalty: 4864.833496 Iteration 53Q: 3 clusters Score -3087952 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11291 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -3087956.750000 Penalty: 4864.833496 Iteration 54Q: 3 clusters Score -3087957 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11283 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -3087961.500000 Penalty: 4864.833496 Iteration 55Q: 3 clusters Score -3087962 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -3087954.750000 Penalty: 4864.833496 Iteration 56Q: 3 clusters Score -3087955 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11268 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -3087961.250000 Penalty: 4864.833496 Iteration 57Q: 3 clusters Score -3087961 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -3087958.500000 Penalty: 4864.833496 Iteration 58Q: 3 clusters Score -3087958 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -3087961.750000 Penalty: 4864.833496 Iteration 59Q: 3 clusters Score -3087962 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -3087961.000000 Penalty: 4864.833496 Iteration 60F: 3 clusters Score -3087961 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11233 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -3087968.250000 Penalty: 4864.833496 Iteration 61Q: 3 clusters Score -3087968 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11219 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -3087973.000000 Penalty: 4864.833496 Iteration 62Q: 3 clusters Score -3087973 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11212 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -3087975.750000 Penalty: 4864.833496 Iteration 63Q: 3 clusters Score -3087976 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11205 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -3087978.500000 Penalty: 4864.833496 Iteration 64Q: 3 clusters Score -3087978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -3087974.000000 Penalty: 4864.833496 Iteration 65Q: 3 clusters Score -3087974 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -3087978.000000 Penalty: 4864.833496 Iteration 66Q: 3 clusters Score -3087978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -3087969.250000 Penalty: 4864.833496 Iteration 67Q: 3 clusters Score -3087969 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11184 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -3087978.500000 Penalty: 4864.833496 Iteration 68Q: 3 clusters Score -3087978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11183 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -3087978.000000 Penalty: 4864.833496 Iteration 69Q: 3 clusters Score -3087978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -3087978.000000 Penalty: 4864.833496 Iteration 70Q: 3 clusters Score -3087978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -3087974.750000 Penalty: 4864.833496 Iteration 71Q: 3 clusters Score -3087975 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -3087974.750000 Penalty: 4864.833496 Iteration 72F: 3 clusters Score -3087975 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 13307 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2097 members Mstep: Class 13 contains 2027 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 160 members Mstep: Class 16 contains 691 members Mstep: Class 17 contains 11181 members Mstep: Class 18 contains 652 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Mstep: Class 21 contains 10122 members Mstep: Class 22 contains 502 members Mstep: Class 23 contains 232 members Mstep: Class 24 contains 9468 members Mstep: Class 25 contains 739 members Mstep: Class 26 contains 1568 members Mstep: Class 27 contains 886 members Mstep: Class 28 contains 289 members Mstep: Class 29 contains 1134 members Mstep: Class 30 contains 7000 members Entering Unmasked Estep Score: -15612251.000000 Penalty: 85150.242188 Splitting cluster 17 changes total score from -15557116.000000 to -15612251.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 18 (652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Entering Unmasked Estep Score: -98837.781250 Penalty: 1607.051025 Iteration 0F: 2 clusters Score -98837.78 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 317 members Entering Unmasked Estep Score: -97240.562500 Penalty: 3214.102051 Iteration 0F: 3 clusters Score -97240.56 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -97461.007812 Penalty: 3214.102051 Iteration 1F: 3 clusters Score -97461.01 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -97592.023438 Penalty: 3214.102051 Iteration 2F: 3 clusters Score -97592.02 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -97689.335938 Penalty: 3214.102051 Iteration 3F: 3 clusters Score -97689.34 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -97845.156250 Penalty: 3214.102051 Iteration 4F: 3 clusters Score -97845.16 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -97989.992188 Penalty: 3214.102051 Iteration 5F: 3 clusters Score -97989.99 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -98080.648438 Penalty: 3214.102051 Iteration 6Q: 3 clusters Score -98080.65 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -98223.671875 Penalty: 3214.102051 Iteration 7F: 3 clusters Score -98223.67 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -98364.312500 Penalty: 3214.102051 Iteration 8F: 3 clusters Score -98364.31 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -98492.437500 Penalty: 3214.102051 Iteration 9Q: 3 clusters Score -98492.44 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -98719.546875 Penalty: 3214.102051 Iteration 10Q: 3 clusters Score -98719.55 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -99021.921875 Penalty: 3214.102051 Iteration 11Q: 3 clusters Score -99021.92 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -99420.242188 Penalty: 3214.102051 Iteration 12F: 3 clusters Score -99420.24 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -100063.460938 Penalty: 3214.102051 Iteration 13F: 3 clusters Score -100063.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -100183.007812 Penalty: 3214.102051 Iteration 14F: 3 clusters Score -100183 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -100253.968750 Penalty: 3214.102051 Iteration 15Q: 3 clusters Score -100254 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -100300.609375 Penalty: 3214.102051 Iteration 16Q: 3 clusters Score -100300.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -100335.976562 Penalty: 3214.102051 Iteration 17Q: 3 clusters Score -100336 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -100374.585938 Penalty: 3214.102051 Iteration 18Q: 3 clusters Score -100374.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -100422.125000 Penalty: 3214.102051 Iteration 19Q: 3 clusters Score -100422.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -100443.781250 Penalty: 3214.102051 Iteration 20F: 3 clusters Score -100443.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -100471.562500 Penalty: 3214.102051 Iteration 21Q: 3 clusters Score -100471.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -100495.171875 Penalty: 3214.102051 Iteration 22Q: 3 clusters Score -100495.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -100523.992188 Penalty: 3214.102051 Iteration 23Q: 3 clusters Score -100524 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -100566.656250 Penalty: 3214.102051 Iteration 24Q: 3 clusters Score -100566.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -100594.632812 Penalty: 3214.102051 Iteration 25Q: 3 clusters Score -100594.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -100595.539062 Penalty: 3214.102051 Iteration 26Q: 3 clusters Score -100595.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -100595.539062 Penalty: 3214.102051 Iteration 27F: 3 clusters Score -100595.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 13307 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2097 members Mstep: Class 13 contains 2027 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 160 members Mstep: Class 16 contains 691 members Mstep: Class 17 contains 11181 members Mstep: Class 18 contains 451 members Mstep: Class 19 contains 4272 members Mstep: Class 20 contains 773 members Mstep: Class 21 contains 10122 members Mstep: Class 22 contains 502 members Mstep: Class 23 contains 232 members Mstep: Class 24 contains 9468 members Mstep: Class 25 contains 739 members Mstep: Class 26 contains 1568 members Mstep: Class 27 contains 886 members Mstep: Class 28 contains 289 members Mstep: Class 29 contains 1134 members Mstep: Class 30 contains 7000 members Mstep: Class 31 contains 201 members Entering Unmasked Estep Score: -15612779.000000 Penalty: 87988.585938 Splitting cluster 18 changes total score from -15557116.000000 to -15612779.000000 So it's getting split into cluster 31. Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 284 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 5560 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 15639 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 13307 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2097 members Mstep: Class 13 contains 2027 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 160 members Mstep: Class 16 contains 691 members Mstep: Class 17 contains 11181 members Mstep: Class 18 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -15619993.000000 Penalty: 87988.585938 Iteration 39Q: 32 clusters Score -1.561999e+07 nChanged 5298 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 459 members Mstep: Class 3 contains 1079 members Mstep: Class 4 contains 5815 members Mstep: Class 5 contains 380 members Mstep: Class 6 contains 15630 members Mstep: Class 7 contains 831 members Mstep: Class 8 contains 464 members Mstep: Class 9 contains 13525 members Mstep: Class 10 contains 811 members Mstep: Class 11 contains 539 members Mstep: Class 12 contains 2229 members Mstep: Class 13 contains 2179 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 720 members Mstep: Class 17 contains 12447 members Mstep: Class 18 contains 486 members Mstep: Class 19 contains 3822 members Mstep: Class 20 contains 713 members Mstep: Class 21 contains 10250 members Mstep: Class 22 contains 494 members Mstep: Class 23 contains 275 members Mstep: Class 24 contains 8131 members Mstep: Class 25 contains 699 members Mstep: Class 26 contains 1522 members Mstep: Class 27 contains 865 members Mstep: Class 28 contains 259 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 6614 members Mstep: Class 31 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -15628161.000000 Penalty: 87988.585938 Iteration 40F: 32 clusters Score -1.562816e+07 nChanged 3667 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 494 members Mstep: Class 3 contains 984 members Mstep: Class 4 contains 5864 members Mstep: Class 5 contains 408 members Mstep: Class 6 contains 15336 members Mstep: Class 7 contains 825 members Mstep: Class 8 contains 448 members Mstep: Class 9 contains 13390 members Mstep: Class 10 contains 823 members Mstep: Class 11 contains 556 members Mstep: Class 12 contains 2316 members Mstep: Class 13 contains 2214 members Mstep: Class 14 contains 267 members Mstep: Class 15 contains 158 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 12907 members Mstep: Class 18 contains 495 members Mstep: Class 19 contains 3847 members Mstep: Class 20 contains 691 members Mstep: Class 21 contains 10469 members Mstep: Class 22 contains 531 members Mstep: Class 23 contains 332 members Mstep: Class 24 contains 7527 members Mstep: Class 25 contains 750 members Mstep: Class 26 contains 1554 members Mstep: Class 27 contains 922 members Mstep: Class 28 contains 247 members Mstep: Class 29 contains 1106 members Mstep: Class 30 contains 6665 members Mstep: Class 31 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -15632959.000000 Penalty: 87988.585938 Iteration 41Q: 32 clusters Score -1.563296e+07 nChanged 2231 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 512 members Mstep: Class 3 contains 947 members Mstep: Class 4 contains 5925 members Mstep: Class 5 contains 403 members Mstep: Class 6 contains 15146 members Mstep: Class 7 contains 822 members Mstep: Class 8 contains 460 members Mstep: Class 9 contains 13279 members Mstep: Class 10 contains 814 members Mstep: Class 11 contains 559 members Mstep: Class 12 contains 2419 members Mstep: Class 13 contains 2241 members Mstep: Class 14 contains 255 members Mstep: Class 15 contains 158 members Mstep: Class 16 contains 712 members Mstep: Class 17 contains 13194 members Mstep: Class 18 contains 505 members Mstep: Class 19 contains 3827 members Mstep: Class 20 contains 684 members Mstep: Class 21 contains 10618 members Mstep: Class 22 contains 538 members Mstep: Class 23 contains 332 members Mstep: Class 24 contains 7139 members Mstep: Class 25 contains 797 members Mstep: Class 26 contains 1552 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 243 members Mstep: Class 29 contains 1108 members Mstep: Class 30 contains 6717 members Mstep: Class 31 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -15635229.000000 Penalty: 87988.585938 Iteration 42Q: 32 clusters Score -1.563523e+07 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 915 members Mstep: Class 4 contains 5972 members Mstep: Class 5 contains 396 members Mstep: Class 6 contains 14999 members Mstep: Class 7 contains 820 members Mstep: Class 8 contains 472 members Mstep: Class 9 contains 13199 members Mstep: Class 10 contains 823 members Mstep: Class 11 contains 557 members Mstep: Class 12 contains 2528 members Mstep: Class 13 contains 2251 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 158 members Mstep: Class 16 contains 715 members Mstep: Class 17 contains 13366 members Mstep: Class 18 contains 507 members Mstep: Class 19 contains 3804 members Mstep: Class 20 contains 677 members Mstep: Class 21 contains 10749 members Mstep: Class 22 contains 540 members Mstep: Class 23 contains 333 members Mstep: Class 24 contains 6872 members Mstep: Class 25 contains 829 members Mstep: Class 26 contains 1544 members Mstep: Class 27 contains 966 members Mstep: Class 28 contains 239 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 6748 members Mstep: Class 31 contains 196 members Entering Unmasked Estep ConsiderDeletion Score: -15636624.000000 Penalty: 87988.585938 Iteration 43Q: 32 clusters Score -1.563662e+07 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 524 members Mstep: Class 3 contains 897 members Mstep: Class 4 contains 5994 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 14902 members Mstep: Class 7 contains 820 members Mstep: Class 8 contains 486 members Mstep: Class 9 contains 13133 members Mstep: Class 10 contains 816 members Mstep: Class 11 contains 559 members Mstep: Class 12 contains 2637 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 249 members Mstep: Class 15 contains 158 members Mstep: Class 16 contains 715 members Mstep: Class 17 contains 13453 members Mstep: Class 18 contains 509 members Mstep: Class 19 contains 3761 members Mstep: Class 20 contains 671 members Mstep: Class 21 contains 10879 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 6695 members Mstep: Class 25 contains 855 members Mstep: Class 26 contains 1542 members Mstep: Class 27 contains 981 members Mstep: Class 28 contains 235 members Mstep: Class 29 contains 1109 members Mstep: Class 30 contains 6754 members Mstep: Class 31 contains 195 members Entering Unmasked Estep ConsiderDeletion Score: -15637569.000000 Penalty: 87988.585938 Iteration 44Q: 32 clusters Score -1.563757e+07 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 539 members Mstep: Class 3 contains 888 members Mstep: Class 4 contains 6020 members Mstep: Class 5 contains 394 members Mstep: Class 6 contains 14821 members Mstep: Class 7 contains 820 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 13081 members Mstep: Class 10 contains 811 members Mstep: Class 11 contains 554 members Mstep: Class 12 contains 2744 members Mstep: Class 13 contains 2249 members Mstep: Class 14 contains 248 members Mstep: Class 15 contains 158 members Mstep: Class 16 contains 710 members Mstep: Class 17 contains 13454 members Mstep: Class 18 contains 509 members Mstep: Class 19 contains 3693 members Mstep: Class 20 contains 668 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 328 members Mstep: Class 24 contains 6619 members Mstep: Class 25 contains 897 members Mstep: Class 26 contains 1547 members Mstep: Class 27 contains 988 members Mstep: Class 28 contains 236 members Mstep: Class 29 contains 1109 members Mstep: Class 30 contains 6763 members Mstep: Class 31 contains 193 members Entering Unmasked Estep ConsiderDeletion Score: -15638266.000000 Penalty: 87988.585938 Iteration 45Q: 32 clusters Score -1.563827e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 551 members Mstep: Class 3 contains 876 members Mstep: Class 4 contains 6036 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 14759 members Mstep: Class 7 contains 820 members Mstep: Class 8 contains 495 members Mstep: Class 9 contains 13042 members Mstep: Class 10 contains 812 members Mstep: Class 11 contains 551 members Mstep: Class 12 contains 2848 members Mstep: Class 13 contains 2251 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 158 members Mstep: Class 16 contains 708 members Mstep: Class 17 contains 13451 members Mstep: Class 18 contains 512 members Mstep: Class 19 contains 3634 members Mstep: Class 20 contains 663 members Mstep: Class 21 contains 11048 members Mstep: Class 22 contains 542 members Mstep: Class 23 contains 324 members Mstep: Class 24 contains 6575 members Mstep: Class 25 contains 935 members Mstep: Class 26 contains 1547 members Mstep: Class 27 contains 993 members Mstep: Class 28 contains 235 members Mstep: Class 29 contains 1110 members Mstep: Class 30 contains 6743 members Mstep: Class 31 contains 189 members Entering Unmasked Estep ConsiderDeletion Score: -15638795.000000 Penalty: 87988.585938 Iteration 46Q: 32 clusters Score -1.56388e+07 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 550 members Mstep: Class 3 contains 872 members Mstep: Class 4 contains 6055 members Mstep: Class 5 contains 396 members Mstep: Class 6 contains 14712 members Mstep: Class 7 contains 820 members Mstep: Class 8 contains 498 members Mstep: Class 9 contains 12991 members Mstep: Class 10 contains 810 members Mstep: Class 11 contains 548 members Mstep: Class 12 contains 2946 members Mstep: Class 13 contains 2254 members Mstep: Class 14 contains 246 members Mstep: Class 15 contains 158 members Mstep: Class 16 contains 707 members Mstep: Class 17 contains 13419 members Mstep: Class 18 contains 519 members Mstep: Class 19 contains 3605 members Mstep: Class 20 contains 661 members Mstep: Class 21 contains 11102 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 323 members Mstep: Class 24 contains 6583 members Mstep: Class 25 contains 951 members Mstep: Class 26 contains 1536 members Mstep: Class 27 contains 1000 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1110 members Mstep: Class 30 contains 6719 members Mstep: Class 31 contains 184 members Entering Unmasked Estep ConsiderDeletion Score: -15639357.000000 Penalty: 87988.585938 Iteration 47Q: 32 clusters Score -1.563936e+07 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 557 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6075 members Mstep: Class 5 contains 396 members Mstep: Class 6 contains 14668 members Mstep: Class 7 contains 819 members Mstep: Class 8 contains 500 members Mstep: Class 9 contains 12940 members Mstep: Class 10 contains 807 members Mstep: Class 11 contains 548 members Mstep: Class 12 contains 3038 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 246 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 702 members Mstep: Class 17 contains 13386 members Mstep: Class 18 contains 524 members Mstep: Class 19 contains 3616 members Mstep: Class 20 contains 661 members Mstep: Class 21 contains 11151 members Mstep: Class 22 contains 542 members Mstep: Class 23 contains 322 members Mstep: Class 24 contains 6595 members Mstep: Class 25 contains 967 members Mstep: Class 26 contains 1530 members Mstep: Class 27 contains 998 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1111 members Mstep: Class 30 contains 6651 members Mstep: Class 31 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -15639752.000000 Penalty: 87988.585938 Iteration 48Q: 32 clusters Score -1.563975e+07 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 564 members Mstep: Class 3 contains 867 members Mstep: Class 4 contains 6099 members Mstep: Class 5 contains 397 members Mstep: Class 6 contains 14633 members Mstep: Class 7 contains 825 members Mstep: Class 8 contains 503 members Mstep: Class 9 contains 12905 members Mstep: Class 10 contains 806 members Mstep: Class 11 contains 549 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 246 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 701 members Mstep: Class 17 contains 13365 members Mstep: Class 18 contains 531 members Mstep: Class 19 contains 3647 members Mstep: Class 20 contains 658 members Mstep: Class 21 contains 11186 members Mstep: Class 22 contains 542 members Mstep: Class 23 contains 323 members Mstep: Class 24 contains 6614 members Mstep: Class 25 contains 984 members Mstep: Class 26 contains 1521 members Mstep: Class 27 contains 1001 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 6530 members Mstep: Class 31 contains 166 members Entering Unmasked Estep ConsiderDeletion Score: -15640228.000000 Penalty: 87988.585938 Iteration 49Q: 32 clusters Score -1.564023e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 574 members Mstep: Class 3 contains 869 members Mstep: Class 4 contains 6118 members Mstep: Class 5 contains 396 members Mstep: Class 6 contains 14603 members Mstep: Class 7 contains 828 members Mstep: Class 8 contains 506 members Mstep: Class 9 contains 12868 members Mstep: Class 10 contains 805 members Mstep: Class 11 contains 550 members Mstep: Class 12 contains 3186 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 246 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 701 members Mstep: Class 17 contains 13333 members Mstep: Class 18 contains 535 members Mstep: Class 19 contains 3690 members Mstep: Class 20 contains 656 members Mstep: Class 21 contains 11206 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 323 members Mstep: Class 24 contains 6621 members Mstep: Class 25 contains 1007 members Mstep: Class 26 contains 1512 members Mstep: Class 27 contains 1003 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 6448 members Mstep: Class 31 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -15640574.000000 Penalty: 87988.585938 Iteration 50Q: 32 clusters Score -1.564057e+07 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 583 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6131 members Mstep: Class 5 contains 396 members Mstep: Class 6 contains 14572 members Mstep: Class 7 contains 828 members Mstep: Class 8 contains 507 members Mstep: Class 9 contains 12839 members Mstep: Class 10 contains 805 members Mstep: Class 11 contains 550 members Mstep: Class 12 contains 3236 members Mstep: Class 13 contains 2254 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 700 members Mstep: Class 17 contains 13292 members Mstep: Class 18 contains 537 members Mstep: Class 19 contains 3773 members Mstep: Class 20 contains 656 members Mstep: Class 21 contains 11212 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 323 members Mstep: Class 24 contains 6644 members Mstep: Class 25 contains 1042 members Mstep: Class 26 contains 1501 members Mstep: Class 27 contains 1007 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1114 members Mstep: Class 30 contains 6335 members Mstep: Class 31 contains 156 members Entering Unmasked Estep ConsiderDeletion Score: -15640984.000000 Penalty: 87988.585938 Iteration 51Q: 32 clusters Score -1.564098e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 606 members Mstep: Class 3 contains 869 members Mstep: Class 4 contains 6152 members Mstep: Class 5 contains 399 members Mstep: Class 6 contains 14526 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 510 members Mstep: Class 9 contains 12808 members Mstep: Class 10 contains 803 members Mstep: Class 11 contains 552 members Mstep: Class 12 contains 3263 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 696 members Mstep: Class 17 contains 13255 members Mstep: Class 18 contains 538 members Mstep: Class 19 contains 3864 members Mstep: Class 20 contains 654 members Mstep: Class 21 contains 11226 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 323 members Mstep: Class 24 contains 6674 members Mstep: Class 25 contains 1068 members Mstep: Class 26 contains 1493 members Mstep: Class 27 contains 1009 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1115 members Mstep: Class 30 contains 6221 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15641339.000000 Penalty: 87988.585938 Iteration 52Q: 32 clusters Score -1.564134e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 621 members Mstep: Class 3 contains 867 members Mstep: Class 4 contains 6168 members Mstep: Class 5 contains 399 members Mstep: Class 6 contains 14491 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 512 members Mstep: Class 9 contains 12778 members Mstep: Class 10 contains 802 members Mstep: Class 11 contains 554 members Mstep: Class 12 contains 3278 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 697 members Mstep: Class 17 contains 13232 members Mstep: Class 18 contains 539 members Mstep: Class 19 contains 3952 members Mstep: Class 20 contains 654 members Mstep: Class 21 contains 11229 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 323 members Mstep: Class 24 contains 6699 members Mstep: Class 25 contains 1091 members Mstep: Class 26 contains 1490 members Mstep: Class 27 contains 1010 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1116 members Mstep: Class 30 contains 6122 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15641427.000000 Penalty: 87988.585938 Iteration 53Q: 32 clusters Score -1.564143e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 635 members Mstep: Class 3 contains 866 members Mstep: Class 4 contains 6187 members Mstep: Class 5 contains 400 members Mstep: Class 6 contains 14468 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 515 members Mstep: Class 9 contains 12756 members Mstep: Class 10 contains 802 members Mstep: Class 11 contains 558 members Mstep: Class 12 contains 3292 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 698 members Mstep: Class 17 contains 13213 members Mstep: Class 18 contains 539 members Mstep: Class 19 contains 4013 members Mstep: Class 20 contains 654 members Mstep: Class 21 contains 11229 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 323 members Mstep: Class 24 contains 6713 members Mstep: Class 25 contains 1105 members Mstep: Class 26 contains 1488 members Mstep: Class 27 contains 1010 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1116 members Mstep: Class 30 contains 6042 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15641611.000000 Penalty: 87988.585938 Iteration 54Q: 32 clusters Score -1.564161e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 644 members Mstep: Class 3 contains 866 members Mstep: Class 4 contains 6211 members Mstep: Class 5 contains 400 members Mstep: Class 6 contains 14440 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 519 members Mstep: Class 9 contains 12730 members Mstep: Class 10 contains 802 members Mstep: Class 11 contains 560 members Mstep: Class 12 contains 3305 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 696 members Mstep: Class 17 contains 13196 members Mstep: Class 18 contains 539 members Mstep: Class 19 contains 4088 members Mstep: Class 20 contains 654 members Mstep: Class 21 contains 11226 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 323 members Mstep: Class 24 contains 6727 members Mstep: Class 25 contains 1119 members Mstep: Class 26 contains 1484 members Mstep: Class 27 contains 1008 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1115 members Mstep: Class 30 contains 5968 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15641768.000000 Penalty: 87988.585938 Iteration 55Q: 32 clusters Score -1.564177e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 655 members Mstep: Class 3 contains 865 members Mstep: Class 4 contains 6226 members Mstep: Class 5 contains 401 members Mstep: Class 6 contains 14416 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 521 members Mstep: Class 9 contains 12711 members Mstep: Class 10 contains 802 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 3308 members Mstep: Class 13 contains 2252 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 696 members Mstep: Class 17 contains 13182 members Mstep: Class 18 contains 539 members Mstep: Class 19 contains 4155 members Mstep: Class 20 contains 654 members Mstep: Class 21 contains 11225 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 323 members Mstep: Class 24 contains 6735 members Mstep: Class 25 contains 1131 members Mstep: Class 26 contains 1484 members Mstep: Class 27 contains 1009 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1115 members Mstep: Class 30 contains 5907 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15641914.000000 Penalty: 87988.585938 Iteration 56Q: 32 clusters Score -1.564191e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 665 members Mstep: Class 3 contains 865 members Mstep: Class 4 contains 6234 members Mstep: Class 5 contains 401 members Mstep: Class 6 contains 14403 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 523 members Mstep: Class 9 contains 12690 members Mstep: Class 10 contains 802 members Mstep: Class 11 contains 566 members Mstep: Class 12 contains 3307 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 696 members Mstep: Class 17 contains 13171 members Mstep: Class 18 contains 539 members Mstep: Class 19 contains 4220 members Mstep: Class 20 contains 654 members Mstep: Class 21 contains 11221 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 322 members Mstep: Class 24 contains 6745 members Mstep: Class 25 contains 1140 members Mstep: Class 26 contains 1479 members Mstep: Class 27 contains 1011 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1116 members Mstep: Class 30 contains 5850 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15642010.000000 Penalty: 87988.585938 Iteration 57Q: 32 clusters Score -1.564201e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 668 members Mstep: Class 3 contains 865 members Mstep: Class 4 contains 6243 members Mstep: Class 5 contains 401 members Mstep: Class 6 contains 14381 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 523 members Mstep: Class 9 contains 12676 members Mstep: Class 10 contains 802 members Mstep: Class 11 contains 568 members Mstep: Class 12 contains 3308 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 697 members Mstep: Class 17 contains 13163 members Mstep: Class 18 contains 539 members Mstep: Class 19 contains 4267 members Mstep: Class 20 contains 654 members Mstep: Class 21 contains 11219 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 321 members Mstep: Class 24 contains 6758 members Mstep: Class 25 contains 1154 members Mstep: Class 26 contains 1478 members Mstep: Class 27 contains 1013 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1117 members Mstep: Class 30 contains 5804 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15642102.000000 Penalty: 87988.585938 Iteration 58Q: 32 clusters Score -1.56421e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 673 members Mstep: Class 3 contains 866 members Mstep: Class 4 contains 6259 members Mstep: Class 5 contains 401 members Mstep: Class 6 contains 14368 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 524 members Mstep: Class 9 contains 12665 members Mstep: Class 10 contains 802 members Mstep: Class 11 contains 571 members Mstep: Class 12 contains 3298 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 698 members Mstep: Class 17 contains 13154 members Mstep: Class 18 contains 539 members Mstep: Class 19 contains 4303 members Mstep: Class 20 contains 654 members Mstep: Class 21 contains 11215 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 321 members Mstep: Class 24 contains 6770 members Mstep: Class 25 contains 1169 members Mstep: Class 26 contains 1476 members Mstep: Class 27 contains 1012 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1117 members Mstep: Class 30 contains 5762 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15642127.000000 Penalty: 87988.585938 Iteration 59Q: 32 clusters Score -1.564213e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 675 members Mstep: Class 3 contains 867 members Mstep: Class 4 contains 6272 members Mstep: Class 5 contains 401 members Mstep: Class 6 contains 14362 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 526 members Mstep: Class 9 contains 12655 members Mstep: Class 10 contains 802 members Mstep: Class 11 contains 572 members Mstep: Class 12 contains 3301 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 699 members Mstep: Class 17 contains 13143 members Mstep: Class 18 contains 539 members Mstep: Class 19 contains 4324 members Mstep: Class 20 contains 654 members Mstep: Class 21 contains 11208 members Mstep: Class 22 contains 541 members Mstep: Class 23 contains 321 members Mstep: Class 24 contains 6779 members Mstep: Class 25 contains 1176 members Mstep: Class 26 contains 1471 members Mstep: Class 27 contains 1015 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1117 members Mstep: Class 30 contains 5739 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15642922.000000 Penalty: 87988.585938 Iteration 60F: 32 clusters Score -1.564292e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 664 members Mstep: Class 3 contains 860 members Mstep: Class 4 contains 6276 members Mstep: Class 5 contains 416 members Mstep: Class 6 contains 14353 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 529 members Mstep: Class 9 contains 12611 members Mstep: Class 10 contains 786 members Mstep: Class 11 contains 571 members Mstep: Class 12 contains 3296 members Mstep: Class 13 contains 2251 members Mstep: Class 14 contains 241 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 699 members Mstep: Class 17 contains 13137 members Mstep: Class 18 contains 539 members Mstep: Class 19 contains 4554 members Mstep: Class 20 contains 651 members Mstep: Class 21 contains 11204 members Mstep: Class 22 contains 545 members Mstep: Class 23 contains 324 members Mstep: Class 24 contains 6784 members Mstep: Class 25 contains 1192 members Mstep: Class 26 contains 1492 members Mstep: Class 27 contains 1018 members Mstep: Class 28 contains 232 members Mstep: Class 29 contains 1117 members Mstep: Class 30 contains 5566 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15643725.000000 Penalty: 87988.585938 Iteration 61Q: 32 clusters Score -1.564372e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 669 members Mstep: Class 3 contains 854 members Mstep: Class 4 contains 6305 members Mstep: Class 5 contains 405 members Mstep: Class 6 contains 14347 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 534 members Mstep: Class 9 contains 12562 members Mstep: Class 10 contains 783 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 3300 members Mstep: Class 13 contains 2250 members Mstep: Class 14 contains 240 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 701 members Mstep: Class 17 contains 13138 members Mstep: Class 18 contains 540 members Mstep: Class 19 contains 4758 members Mstep: Class 20 contains 655 members Mstep: Class 21 contains 11204 members Mstep: Class 22 contains 546 members Mstep: Class 23 contains 322 members Mstep: Class 24 contains 6784 members Mstep: Class 25 contains 1212 members Mstep: Class 26 contains 1496 members Mstep: Class 27 contains 1017 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1117 members Mstep: Class 30 contains 5361 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15644270.000000 Penalty: 87988.585938 Iteration 62Q: 32 clusters Score -1.564427e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 675 members Mstep: Class 3 contains 855 members Mstep: Class 4 contains 6336 members Mstep: Class 5 contains 397 members Mstep: Class 6 contains 14343 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 535 members Mstep: Class 9 contains 12515 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 3295 members Mstep: Class 13 contains 2250 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 701 members Mstep: Class 17 contains 13131 members Mstep: Class 18 contains 540 members Mstep: Class 19 contains 4985 members Mstep: Class 20 contains 658 members Mstep: Class 21 contains 11194 members Mstep: Class 22 contains 548 members Mstep: Class 23 contains 321 members Mstep: Class 24 contains 6788 members Mstep: Class 25 contains 1243 members Mstep: Class 26 contains 1490 members Mstep: Class 27 contains 1016 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1117 members Mstep: Class 30 contains 5143 members Mstep: Class 31 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -15644678.000000 Penalty: 87988.585938 Iteration 63Q: 32 clusters Score -1.564468e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 683 members Mstep: Class 3 contains 856 members Mstep: Class 4 contains 6369 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 14346 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 537 members Mstep: Class 9 contains 12482 members Mstep: Class 10 contains 785 members Mstep: Class 11 contains 573 members Mstep: Class 12 contains 3295 members Mstep: Class 13 contains 2250 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 703 members Mstep: Class 17 contains 13122 members Mstep: Class 18 contains 541 members Mstep: Class 19 contains 5213 members Mstep: Class 20 contains 657 members Mstep: Class 21 contains 11181 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 321 members Mstep: Class 24 contains 6786 members Mstep: Class 25 contains 1264 members Mstep: Class 26 contains 1483 members Mstep: Class 27 contains 1016 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1117 members Mstep: Class 30 contains 4910 members Mstep: Class 31 contains 151 members Entering Unmasked Estep ConsiderDeletion Score: -15645251.000000 Penalty: 87988.585938 Iteration 64Q: 32 clusters Score -1.564525e+07 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 704 members Mstep: Class 3 contains 851 members Mstep: Class 4 contains 6413 members Mstep: Class 5 contains 390 members Mstep: Class 6 contains 14341 members Mstep: Class 7 contains 831 members Mstep: Class 8 contains 539 members Mstep: Class 9 contains 12437 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 3283 members Mstep: Class 13 contains 2251 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 706 members Mstep: Class 17 contains 13109 members Mstep: Class 18 contains 542 members Mstep: Class 19 contains 5392 members Mstep: Class 20 contains 655 members Mstep: Class 21 contains 11177 members Mstep: Class 22 contains 548 members Mstep: Class 23 contains 321 members Mstep: Class 24 contains 6785 members Mstep: Class 25 contains 1293 members Mstep: Class 26 contains 1481 members Mstep: Class 27 contains 1017 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1116 members Mstep: Class 30 contains 4719 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15645904.000000 Penalty: 87988.585938 Iteration 65Q: 32 clusters Score -1.56459e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 712 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 6449 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 14345 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 543 members Mstep: Class 9 contains 12399 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 573 members Mstep: Class 12 contains 3273 members Mstep: Class 13 contains 2251 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 715 members Mstep: Class 17 contains 13106 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 5554 members Mstep: Class 20 contains 656 members Mstep: Class 21 contains 11155 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 321 members Mstep: Class 24 contains 6791 members Mstep: Class 25 contains 1314 members Mstep: Class 26 contains 1478 members Mstep: Class 27 contains 1018 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1115 members Mstep: Class 30 contains 4548 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15646274.000000 Penalty: 87988.585938 Iteration 66Q: 32 clusters Score -1.564627e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 718 members Mstep: Class 3 contains 844 members Mstep: Class 4 contains 6486 members Mstep: Class 5 contains 385 members Mstep: Class 6 contains 14343 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 547 members Mstep: Class 9 contains 12365 members Mstep: Class 10 contains 786 members Mstep: Class 11 contains 575 members Mstep: Class 12 contains 3254 members Mstep: Class 13 contains 2251 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 716 members Mstep: Class 17 contains 13102 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 5690 members Mstep: Class 20 contains 655 members Mstep: Class 21 contains 11140 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 321 members Mstep: Class 24 contains 6801 members Mstep: Class 25 contains 1340 members Mstep: Class 26 contains 1476 members Mstep: Class 27 contains 1018 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1115 members Mstep: Class 30 contains 4411 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15646428.000000 Penalty: 87988.585938 Iteration 67Q: 32 clusters Score -1.564643e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 726 members Mstep: Class 3 contains 840 members Mstep: Class 4 contains 6521 members Mstep: Class 5 contains 385 members Mstep: Class 6 contains 14346 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 547 members Mstep: Class 9 contains 12334 members Mstep: Class 10 contains 785 members Mstep: Class 11 contains 575 members Mstep: Class 12 contains 3230 members Mstep: Class 13 contains 2249 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 720 members Mstep: Class 17 contains 13102 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 5786 members Mstep: Class 20 contains 654 members Mstep: Class 21 contains 11122 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 322 members Mstep: Class 24 contains 6810 members Mstep: Class 25 contains 1367 members Mstep: Class 26 contains 1471 members Mstep: Class 27 contains 1023 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1115 members Mstep: Class 30 contains 4308 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15646661.000000 Penalty: 87988.585938 Iteration 68Q: 32 clusters Score -1.564666e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 729 members Mstep: Class 3 contains 838 members Mstep: Class 4 contains 6544 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 14353 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 551 members Mstep: Class 9 contains 12310 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 579 members Mstep: Class 12 contains 3216 members Mstep: Class 13 contains 2246 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 718 members Mstep: Class 17 contains 13094 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 5889 members Mstep: Class 20 contains 653 members Mstep: Class 21 contains 11101 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 322 members Mstep: Class 24 contains 6805 members Mstep: Class 25 contains 1390 members Mstep: Class 26 contains 1463 members Mstep: Class 27 contains 1026 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1115 members Mstep: Class 30 contains 4224 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15646800.000000 Penalty: 87988.585938 Iteration 69Q: 32 clusters Score -1.56468e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 732 members Mstep: Class 3 contains 839 members Mstep: Class 4 contains 6564 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 14362 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 555 members Mstep: Class 9 contains 12285 members Mstep: Class 10 contains 788 members Mstep: Class 11 contains 582 members Mstep: Class 12 contains 3181 members Mstep: Class 13 contains 2249 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 718 members Mstep: Class 17 contains 13089 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 5970 members Mstep: Class 20 contains 651 members Mstep: Class 21 contains 11084 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 321 members Mstep: Class 24 contains 6794 members Mstep: Class 25 contains 1426 members Mstep: Class 26 contains 1455 members Mstep: Class 27 contains 1030 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1113 members Mstep: Class 30 contains 4163 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15646933.000000 Penalty: 87988.585938 Iteration 70Q: 32 clusters Score -1.564693e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 734 members Mstep: Class 3 contains 840 members Mstep: Class 4 contains 6574 members Mstep: Class 5 contains 384 members Mstep: Class 6 contains 14361 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 558 members Mstep: Class 9 contains 12257 members Mstep: Class 10 contains 789 members Mstep: Class 11 contains 586 members Mstep: Class 12 contains 3140 members Mstep: Class 13 contains 2251 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 717 members Mstep: Class 17 contains 13091 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 6032 members Mstep: Class 20 contains 647 members Mstep: Class 21 contains 11075 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 321 members Mstep: Class 24 contains 6790 members Mstep: Class 25 contains 1487 members Mstep: Class 26 contains 1446 members Mstep: Class 27 contains 1031 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1113 members Mstep: Class 30 contains 4108 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15647113.000000 Penalty: 87988.585938 Iteration 71Q: 32 clusters Score -1.564711e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 732 members Mstep: Class 3 contains 839 members Mstep: Class 4 contains 6599 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 14358 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 12234 members Mstep: Class 10 contains 790 members Mstep: Class 11 contains 586 members Mstep: Class 12 contains 3088 members Mstep: Class 13 contains 2252 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 718 members Mstep: Class 17 contains 13085 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 6094 members Mstep: Class 20 contains 645 members Mstep: Class 21 contains 11064 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 320 members Mstep: Class 24 contains 6782 members Mstep: Class 25 contains 1544 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 1031 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1111 members Mstep: Class 30 contains 4067 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15647267.000000 Penalty: 87988.585938 Iteration 72Q: 32 clusters Score -1.564727e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 843 members Mstep: Class 4 contains 6609 members Mstep: Class 5 contains 384 members Mstep: Class 6 contains 14365 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 12221 members Mstep: Class 10 contains 792 members Mstep: Class 11 contains 589 members Mstep: Class 12 contains 3039 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 720 members Mstep: Class 17 contains 13082 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6163 members Mstep: Class 20 contains 642 members Mstep: Class 21 contains 11048 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 320 members Mstep: Class 24 contains 6775 members Mstep: Class 25 contains 1593 members Mstep: Class 26 contains 1446 members Mstep: Class 27 contains 1033 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1111 members Mstep: Class 30 contains 4007 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15647422.000000 Penalty: 87988.585938 Iteration 73Q: 32 clusters Score -1.564742e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 737 members Mstep: Class 3 contains 848 members Mstep: Class 4 contains 6616 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 14376 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 12205 members Mstep: Class 10 contains 798 members Mstep: Class 11 contains 588 members Mstep: Class 12 contains 2987 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 721 members Mstep: Class 17 contains 13078 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 640 members Mstep: Class 21 contains 11037 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 320 members Mstep: Class 24 contains 6768 members Mstep: Class 25 contains 1643 members Mstep: Class 26 contains 1446 members Mstep: Class 27 contains 1035 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1111 members Mstep: Class 30 contains 3963 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15647580.000000 Penalty: 87988.585938 Iteration 74Q: 32 clusters Score -1.564758e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 741 members Mstep: Class 3 contains 853 members Mstep: Class 4 contains 6633 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14381 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 12193 members Mstep: Class 10 contains 800 members Mstep: Class 11 contains 593 members Mstep: Class 12 contains 2932 members Mstep: Class 13 contains 2251 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 13080 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6257 members Mstep: Class 20 contains 639 members Mstep: Class 21 contains 11026 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 320 members Mstep: Class 24 contains 6764 members Mstep: Class 25 contains 1695 members Mstep: Class 26 contains 1446 members Mstep: Class 27 contains 1036 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3912 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15647696.000000 Penalty: 87988.585938 Iteration 75Q: 32 clusters Score -1.56477e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 742 members Mstep: Class 3 contains 859 members Mstep: Class 4 contains 6651 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14380 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 12184 members Mstep: Class 10 contains 800 members Mstep: Class 11 contains 596 members Mstep: Class 12 contains 2872 members Mstep: Class 13 contains 2253 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 722 members Mstep: Class 17 contains 13078 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6292 members Mstep: Class 20 contains 638 members Mstep: Class 21 contains 11013 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 319 members Mstep: Class 24 contains 6762 members Mstep: Class 25 contains 1753 members Mstep: Class 26 contains 1444 members Mstep: Class 27 contains 1037 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3875 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15647803.000000 Penalty: 87988.585938 Iteration 76Q: 32 clusters Score -1.56478e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 745 members Mstep: Class 3 contains 863 members Mstep: Class 4 contains 6663 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14381 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 12177 members Mstep: Class 10 contains 800 members Mstep: Class 11 contains 600 members Mstep: Class 12 contains 2823 members Mstep: Class 13 contains 2244 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 724 members Mstep: Class 17 contains 13075 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6328 members Mstep: Class 20 contains 638 members Mstep: Class 21 contains 10999 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 319 members Mstep: Class 24 contains 6756 members Mstep: Class 25 contains 1806 members Mstep: Class 26 contains 1446 members Mstep: Class 27 contains 1044 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3836 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15647983.000000 Penalty: 87988.585938 Iteration 77Q: 32 clusters Score -1.564798e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 748 members Mstep: Class 3 contains 867 members Mstep: Class 4 contains 6656 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 562 members Mstep: Class 9 contains 12170 members Mstep: Class 10 contains 800 members Mstep: Class 11 contains 604 members Mstep: Class 12 contains 2778 members Mstep: Class 13 contains 2245 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 13066 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6382 members Mstep: Class 20 contains 638 members Mstep: Class 21 contains 10986 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 319 members Mstep: Class 24 contains 6753 members Mstep: Class 25 contains 1856 members Mstep: Class 26 contains 1449 members Mstep: Class 27 contains 1048 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3798 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -15648060.000000 Penalty: 87988.585938 Iteration 78Q: 32 clusters Score -1.564806e+07 nChanged 181 Entering ConstructFrom: Score: -15648060.000000 Penalty: 87988.585938 Entering ConstructFrom: Trying to split cluster 1 (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: -46747.554688 Penalty: 1451.346191 Iteration 0F: 2 clusters Score -46747.55 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 152 members Entering Unmasked Estep Score: -45518.230469 Penalty: 2902.692383 Iteration 0F: 3 clusters Score -45518.23 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -45686.625000 Penalty: 2902.692383 Iteration 1F: 3 clusters Score -45686.62 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -45804.765625 Penalty: 2902.692383 Iteration 2F: 3 clusters Score -45804.77 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -45909.054688 Penalty: 2902.692383 Iteration 3F: 3 clusters Score -45909.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -45996.148438 Penalty: 2902.692383 Iteration 4Q: 3 clusters Score -45996.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -46035.765625 Penalty: 2902.692383 Iteration 5Q: 3 clusters Score -46035.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -46078.406250 Penalty: 2902.692383 Iteration 6Q: 3 clusters Score -46078.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -46101.253906 Penalty: 2902.692383 Iteration 7Q: 3 clusters Score -46101.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -46110.777344 Penalty: 2902.692383 Iteration 8Q: 3 clusters Score -46110.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -46136.167969 Penalty: 2902.692383 Iteration 9Q: 3 clusters Score -46136.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -46176.058594 Penalty: 2902.692383 Iteration 10Q: 3 clusters Score -46176.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -46189.867188 Penalty: 2902.692383 Iteration 11Q: 3 clusters Score -46189.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -46229.351562 Penalty: 2902.692383 Iteration 12Q: 3 clusters Score -46229.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -46276.867188 Penalty: 2902.692383 Iteration 13Q: 3 clusters Score -46276.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -46280.312500 Penalty: 2902.692383 Iteration 14Q: 3 clusters Score -46280.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -46280.312500 Penalty: 2902.692383 Iteration 15F: 3 clusters Score -46280.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Entering Unmasked Estep Score: -116143.734375 Penalty: 1642.108643 Iteration 0F: 2 clusters Score -116143.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -114455.820312 Penalty: 3284.217285 Iteration 0F: 3 clusters Score -114455.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -114971.945312 Penalty: 3284.217285 Iteration 1F: 3 clusters Score -114971.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -115288.585938 Penalty: 3284.217285 Iteration 2F: 3 clusters Score -115288.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -115537.992188 Penalty: 3284.217285 Iteration 3F: 3 clusters Score -115538 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -115835.929688 Penalty: 3284.217285 Iteration 4F: 3 clusters Score -115835.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -116042.273438 Penalty: 3284.217285 Iteration 5F: 3 clusters Score -116042.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -116147.726562 Penalty: 3284.217285 Iteration 6Q: 3 clusters Score -116147.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -116228.617188 Penalty: 3284.217285 Iteration 7Q: 3 clusters Score -116228.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -116280.023438 Penalty: 3284.217285 Iteration 8Q: 3 clusters Score -116280 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -116299.570312 Penalty: 3284.217285 Iteration 9Q: 3 clusters Score -116299.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -116323.625000 Penalty: 3284.217285 Iteration 10Q: 3 clusters Score -116323.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -116344.617188 Penalty: 3284.217285 Iteration 11Q: 3 clusters Score -116344.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -116355.796875 Penalty: 3284.217285 Iteration 12Q: 3 clusters Score -116355.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -116367.843750 Penalty: 3284.217285 Iteration 13Q: 3 clusters Score -116367.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -116384.187500 Penalty: 3284.217285 Iteration 14Q: 3 clusters Score -116384.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -116404.835938 Penalty: 3284.217285 Iteration 15Q: 3 clusters Score -116404.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -116432.429688 Penalty: 3284.217285 Iteration 16Q: 3 clusters Score -116432.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -116462.078125 Penalty: 3284.217285 Iteration 17Q: 3 clusters Score -116462.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -116504.000000 Penalty: 3284.217285 Iteration 18Q: 3 clusters Score -116504 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -116564.453125 Penalty: 3284.217285 Iteration 19Q: 3 clusters Score -116564.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -116609.054688 Penalty: 3284.217285 Iteration 20F: 3 clusters Score -116609.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 239 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6657 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 12162 members Mstep: Class 10 contains 800 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 13069 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6416 members Mstep: Class 20 contains 638 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 319 members Mstep: Class 24 contains 6754 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 1056 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3762 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 512 members Entering Unmasked Estep Score: -15647396.000000 Penalty: 90826.929688 Splitting cluster 2 changes total score from -15648060.000000 to -15647396.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Entering Unmasked Estep Score: -128536.210938 Penalty: 1678.015503 Iteration 0F: 2 clusters Score -128536.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -126773.101562 Penalty: 3356.031006 Iteration 0F: 3 clusters Score -126773.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -127156.742188 Penalty: 3356.031006 Iteration 1F: 3 clusters Score -127156.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -127337.085938 Penalty: 3356.031006 Iteration 2F: 3 clusters Score -127337.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -127474.679688 Penalty: 3356.031006 Iteration 3F: 3 clusters Score -127474.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -127602.796875 Penalty: 3356.031006 Iteration 4Q: 3 clusters Score -127602.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -127716.710938 Penalty: 3356.031006 Iteration 5Q: 3 clusters Score -127716.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -127807.781250 Penalty: 3356.031006 Iteration 6Q: 3 clusters Score -127807.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -127894.906250 Penalty: 3356.031006 Iteration 7Q: 3 clusters Score -127894.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -127962.187500 Penalty: 3356.031006 Iteration 8Q: 3 clusters Score -127962.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -128001.476562 Penalty: 3356.031006 Iteration 9Q: 3 clusters Score -128001.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -128040.140625 Penalty: 3356.031006 Iteration 10Q: 3 clusters Score -128040.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -128063.109375 Penalty: 3356.031006 Iteration 11Q: 3 clusters Score -128063.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -128066.781250 Penalty: 3356.031006 Iteration 12Q: 3 clusters Score -128066.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -128070.710938 Penalty: 3356.031006 Iteration 13Q: 3 clusters Score -128070.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -128070.710938 Penalty: 3356.031006 Iteration 14F: 3 clusters Score -128070.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Entering Unmasked Estep Score: -1153134.125000 Penalty: 2183.249023 Iteration 0F: 2 clusters Score -1153134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -1147572.875000 Penalty: 4366.498047 Iteration 0F: 3 clusters Score -1147573 nChanged 2632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1149055.375000 Penalty: 4366.498047 Iteration 1F: 3 clusters Score -1149055 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -1149305.625000 Penalty: 4366.498047 Iteration 2F: 3 clusters Score -1149306 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -1149501.375000 Penalty: 4366.498047 Iteration 3F: 3 clusters Score -1149501 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1149655.375000 Penalty: 4366.498047 Iteration 4Q: 3 clusters Score -1149655 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -1149811.375000 Penalty: 4366.498047 Iteration 5Q: 3 clusters Score -1149811 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -1149963.500000 Penalty: 4366.498047 Iteration 6Q: 3 clusters Score -1149964 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -1150122.000000 Penalty: 4366.498047 Iteration 7Q: 3 clusters Score -1150122 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1150318.375000 Penalty: 4366.498047 Iteration 8Q: 3 clusters Score -1150318 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -1150565.375000 Penalty: 4366.498047 Iteration 9Q: 3 clusters Score -1150565 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -1150879.625000 Penalty: 4366.498047 Iteration 10F: 3 clusters Score -1150880 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -1151189.250000 Penalty: 4366.498047 Iteration 11F: 3 clusters Score -1151189 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -1151438.625000 Penalty: 4366.498047 Iteration 12Q: 3 clusters Score -1151439 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -1151604.625000 Penalty: 4366.498047 Iteration 13Q: 3 clusters Score -1151605 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -1151697.750000 Penalty: 4366.498047 Iteration 14Q: 3 clusters Score -1151698 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1151759.750000 Penalty: 4366.498047 Iteration 15Q: 3 clusters Score -1151760 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -1151799.250000 Penalty: 4366.498047 Iteration 16Q: 3 clusters Score -1151799 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -1151828.750000 Penalty: 4366.498047 Iteration 17Q: 3 clusters Score -1151829 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -1151856.750000 Penalty: 4366.498047 Iteration 18Q: 3 clusters Score -1151857 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -1151877.125000 Penalty: 4366.498047 Iteration 19Q: 3 clusters Score -1151877 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -1151891.250000 Penalty: 4366.498047 Iteration 20F: 3 clusters Score -1151891 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -1151907.375000 Penalty: 4366.498047 Iteration 21Q: 3 clusters Score -1151907 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -1151916.250000 Penalty: 4366.498047 Iteration 22Q: 3 clusters Score -1151916 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -1151928.375000 Penalty: 4366.498047 Iteration 23Q: 3 clusters Score -1151928 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1151935.125000 Penalty: 4366.498047 Iteration 24Q: 3 clusters Score -1151935 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -1151940.875000 Penalty: 4366.498047 Iteration 25Q: 3 clusters Score -1151941 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -1151949.625000 Penalty: 4366.498047 Iteration 26Q: 3 clusters Score -1151950 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -1151957.875000 Penalty: 4366.498047 Iteration 27Q: 3 clusters Score -1151958 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -1151966.125000 Penalty: 4366.498047 Iteration 28Q: 3 clusters Score -1151966 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -1151979.875000 Penalty: 4366.498047 Iteration 29Q: 3 clusters Score -1151980 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1151987.875000 Penalty: 4366.498047 Iteration 30Q: 3 clusters Score -1151988 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1152001.625000 Penalty: 4366.498047 Iteration 31Q: 3 clusters Score -1152002 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -1152008.750000 Penalty: 4366.498047 Iteration 32Q: 3 clusters Score -1152009 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -1152013.000000 Penalty: 4366.498047 Iteration 33Q: 3 clusters Score -1152013 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -1152020.125000 Penalty: 4366.498047 Iteration 34Q: 3 clusters Score -1152020 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -1152026.500000 Penalty: 4366.498047 Iteration 35Q: 3 clusters Score -1152026 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -1152034.250000 Penalty: 4366.498047 Iteration 36Q: 3 clusters Score -1152034 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1152033.625000 Penalty: 4366.498047 Iteration 37Q: 3 clusters Score -1152034 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -1152039.125000 Penalty: 4366.498047 Iteration 38Q: 3 clusters Score -1152039 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -1152038.750000 Penalty: 4366.498047 Iteration 39Q: 3 clusters Score -1152039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -1152038.750000 Penalty: 4366.498047 Iteration 40F: 3 clusters Score -1152039 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Entering Unmasked Estep Score: -30660.580078 Penalty: 1473.814331 Iteration 0F: 2 clusters Score -30660.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -29505.222656 Penalty: 2947.628662 Iteration 0F: 3 clusters Score -29505.22 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -29895.787109 Penalty: 2947.628662 Iteration 1F: 3 clusters Score -29895.79 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -30109.435547 Penalty: 2947.628662 Iteration 2F: 3 clusters Score -30109.44 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -30262.332031 Penalty: 2947.628662 Iteration 3F: 3 clusters Score -30262.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -30323.591797 Penalty: 2947.628662 Iteration 4Q: 3 clusters Score -30323.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -30420.546875 Penalty: 2947.628662 Iteration 5Q: 3 clusters Score -30420.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -30447.318359 Penalty: 2947.628662 Iteration 6Q: 3 clusters Score -30447.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -30552.591797 Penalty: 2947.628662 Iteration 7Q: 3 clusters Score -30552.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -30587.742188 Penalty: 2947.628662 Iteration 8Q: 3 clusters Score -30587.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -30638.513672 Penalty: 2947.628662 Iteration 9Q: 3 clusters Score -30638.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -30658.207031 Penalty: 2947.628662 Iteration 10Q: 3 clusters Score -30658.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -30658.207031 Penalty: 2947.628662 Iteration 11F: 3 clusters Score -30658.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14384 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14384 members Entering Unmasked Estep Score: -2536457.750000 Penalty: 2374.320068 Iteration 0F: 2 clusters Score -2536458 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -2526095.000000 Penalty: 4748.640137 Iteration 0F: 3 clusters Score -2526095 nChanged 6224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -2529735.500000 Penalty: 4748.640137 Iteration 1F: 3 clusters Score -2529736 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -2530709.250000 Penalty: 4748.640137 Iteration 2F: 3 clusters Score -2530709 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -2531815.000000 Penalty: 4748.640137 Iteration 3F: 3 clusters Score -2531815 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -2532998.500000 Penalty: 4748.640137 Iteration 4F: 3 clusters Score -2532998 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -2534131.500000 Penalty: 4748.640137 Iteration 5F: 3 clusters Score -2534132 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -2534911.000000 Penalty: 4748.640137 Iteration 6F: 3 clusters Score -2534911 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -2535386.750000 Penalty: 4748.640137 Iteration 7F: 3 clusters Score -2535387 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7459 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -2535621.000000 Penalty: 4748.640137 Iteration 8Q: 3 clusters Score -2535621 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -2535770.000000 Penalty: 4748.640137 Iteration 9Q: 3 clusters Score -2535770 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -2535860.250000 Penalty: 4748.640137 Iteration 10Q: 3 clusters Score -2535860 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -2535908.000000 Penalty: 4748.640137 Iteration 11Q: 3 clusters Score -2535908 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -2535950.500000 Penalty: 4748.640137 Iteration 12Q: 3 clusters Score -2535950 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 6417 members Entering Unmasked Estep Score: -2535974.500000 Penalty: 4748.640137 Iteration 13Q: 3 clusters Score -2535974 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -2535991.000000 Penalty: 4748.640137 Iteration 14Q: 3 clusters Score -2535991 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -2536003.500000 Penalty: 4748.640137 Iteration 15Q: 3 clusters Score -2536004 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -2536011.000000 Penalty: 4748.640137 Iteration 16Q: 3 clusters Score -2536011 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -2536020.750000 Penalty: 4748.640137 Iteration 17Q: 3 clusters Score -2536021 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8202 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -2536026.000000 Penalty: 4748.640137 Iteration 18Q: 3 clusters Score -2536026 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -2536032.750000 Penalty: 4748.640137 Iteration 19Q: 3 clusters Score -2536033 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -2536041.750000 Penalty: 4748.640137 Iteration 20F: 3 clusters Score -2536042 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8263 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -2536042.500000 Penalty: 4748.640137 Iteration 21Q: 3 clusters Score -2536042 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8278 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -2536040.750000 Penalty: 4748.640137 Iteration 22Q: 3 clusters Score -2536041 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8293 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -2536038.500000 Penalty: 4748.640137 Iteration 23Q: 3 clusters Score -2536038 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -2536035.750000 Penalty: 4748.640137 Iteration 24Q: 3 clusters Score -2536036 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8324 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -2536035.250000 Penalty: 4748.640137 Iteration 25Q: 3 clusters Score -2536035 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8340 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -2536046.000000 Penalty: 4748.640137 Iteration 26Q: 3 clusters Score -2536046 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -2536049.500000 Penalty: 4748.640137 Iteration 27Q: 3 clusters Score -2536050 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -2536051.250000 Penalty: 4748.640137 Iteration 28Q: 3 clusters Score -2536051 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8378 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -2536053.750000 Penalty: 4748.640137 Iteration 29Q: 3 clusters Score -2536054 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -2536054.000000 Penalty: 4748.640137 Iteration 30Q: 3 clusters Score -2536054 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -2536053.250000 Penalty: 4748.640137 Iteration 31Q: 3 clusters Score -2536053 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -2536057.000000 Penalty: 4748.640137 Iteration 32Q: 3 clusters Score -2536057 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -2536056.250000 Penalty: 4748.640137 Iteration 33Q: 3 clusters Score -2536056 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -2536054.750000 Penalty: 4748.640137 Iteration 34Q: 3 clusters Score -2536055 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8414 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -2536058.500000 Penalty: 4748.640137 Iteration 35Q: 3 clusters Score -2536058 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8415 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -2536060.750000 Penalty: 4748.640137 Iteration 36Q: 3 clusters Score -2536061 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8415 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -2536060.750000 Penalty: 4748.640137 Iteration 37F: 3 clusters Score -2536061 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Entering Unmasked Estep Score: -133073.656250 Penalty: 1666.614624 Iteration 0F: 2 clusters Score -133073.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -131324.968750 Penalty: 3333.229248 Iteration 0F: 3 clusters Score -131325 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -131624.671875 Penalty: 3333.229248 Iteration 1F: 3 clusters Score -131624.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -131758.750000 Penalty: 3333.229248 Iteration 2F: 3 clusters Score -131758.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -131894.140625 Penalty: 3333.229248 Iteration 3F: 3 clusters Score -131894.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -132045.921875 Penalty: 3333.229248 Iteration 4F: 3 clusters Score -132045.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -132187.125000 Penalty: 3333.229248 Iteration 5Q: 3 clusters Score -132187.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -132283.171875 Penalty: 3333.229248 Iteration 6Q: 3 clusters Score -132283.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -132357.234375 Penalty: 3333.229248 Iteration 7Q: 3 clusters Score -132357.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -132451.703125 Penalty: 3333.229248 Iteration 8Q: 3 clusters Score -132451.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -132561.781250 Penalty: 3333.229248 Iteration 9Q: 3 clusters Score -132561.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -132702.000000 Penalty: 3333.229248 Iteration 10Q: 3 clusters Score -132702 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -132756.453125 Penalty: 3333.229248 Iteration 11Q: 3 clusters Score -132756.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -132780.109375 Penalty: 3333.229248 Iteration 12Q: 3 clusters Score -132780.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -132809.578125 Penalty: 3333.229248 Iteration 13Q: 3 clusters Score -132809.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -132846.859375 Penalty: 3333.229248 Iteration 14Q: 3 clusters Score -132846.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -132863.203125 Penalty: 3333.229248 Iteration 15Q: 3 clusters Score -132863.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -132877.640625 Penalty: 3333.229248 Iteration 16Q: 3 clusters Score -132877.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -132900.625000 Penalty: 3333.229248 Iteration 17Q: 3 clusters Score -132900.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -132928.125000 Penalty: 3333.229248 Iteration 18Q: 3 clusters Score -132928.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -132945.156250 Penalty: 3333.229248 Iteration 19Q: 3 clusters Score -132945.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -132980.515625 Penalty: 3333.229248 Iteration 20F: 3 clusters Score -132980.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -133033.656250 Penalty: 3333.229248 Iteration 21Q: 3 clusters Score -133033.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -133048.218750 Penalty: 3333.229248 Iteration 22Q: 3 clusters Score -133048.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -133056.281250 Penalty: 3333.229248 Iteration 23Q: 3 clusters Score -133056.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -133069.609375 Penalty: 3333.229248 Iteration 24Q: 3 clusters Score -133069.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -133071.734375 Penalty: 3333.229248 Iteration 25Q: 3 clusters Score -133071.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -133071.734375 Penalty: 3333.229248 Iteration 26F: 3 clusters Score -133071.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Entering Unmasked Estep Score: -75005.125000 Penalty: 1569.770752 Iteration 0F: 2 clusters Score -75005.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -73535.671875 Penalty: 3139.541504 Iteration 0F: 3 clusters Score -73535.67 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -73993.125000 Penalty: 3139.541504 Iteration 1F: 3 clusters Score -73993.12 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -74439.718750 Penalty: 3139.541504 Iteration 2F: 3 clusters Score -74439.72 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -74739.976562 Penalty: 3139.541504 Iteration 3F: 3 clusters Score -74739.98 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -74909.992188 Penalty: 3139.541504 Iteration 4Q: 3 clusters Score -74909.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -74971.039062 Penalty: 3139.541504 Iteration 5Q: 3 clusters Score -74971.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -75023.218750 Penalty: 3139.541504 Iteration 6Q: 3 clusters Score -75023.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -75063.539062 Penalty: 3139.541504 Iteration 7Q: 3 clusters Score -75063.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -75086.515625 Penalty: 3139.541504 Iteration 8Q: 3 clusters Score -75086.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -75122.914062 Penalty: 3139.541504 Iteration 9Q: 3 clusters Score -75122.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -75160.414062 Penalty: 3139.541504 Iteration 10Q: 3 clusters Score -75160.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -75163.539062 Penalty: 3139.541504 Iteration 11Q: 3 clusters Score -75163.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -75172.906250 Penalty: 3139.541504 Iteration 12F: 3 clusters Score -75172.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -75191.007812 Penalty: 3139.541504 Iteration 13Q: 3 clusters Score -75191.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -75191.007812 Penalty: 3139.541504 Iteration 14F: 3 clusters Score -75191.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 751 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6657 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 206 members Mstep: Class 9 contains 12162 members Mstep: Class 10 contains 800 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 13069 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6416 members Mstep: Class 20 contains 638 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 319 members Mstep: Class 24 contains 6754 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 1056 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3762 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 355 members Entering Unmasked Estep Score: -15647035.000000 Penalty: 90826.929688 Splitting cluster 8 changes total score from -15648060.000000 to -15647035.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (12162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12162 members Entering Unmasked Estep Score: -2150826.000000 Penalty: 2332.705811 Iteration 0F: 2 clusters Score -2150826 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -2141801.500000 Penalty: 4665.411621 Iteration 0F: 3 clusters Score -2141802 nChanged 5182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -2144790.500000 Penalty: 4665.411621 Iteration 1F: 3 clusters Score -2144790 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -2145863.500000 Penalty: 4665.411621 Iteration 2F: 3 clusters Score -2145864 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -2147163.500000 Penalty: 4665.411621 Iteration 3F: 3 clusters Score -2147164 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -2148386.500000 Penalty: 4665.411621 Iteration 4F: 3 clusters Score -2148386 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 8544 members Entering Unmasked Estep Score: -2149133.250000 Penalty: 4665.411621 Iteration 5F: 3 clusters Score -2149133 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -2149532.000000 Penalty: 4665.411621 Iteration 6Q: 3 clusters Score -2149532 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -2149744.750000 Penalty: 4665.411621 Iteration 7Q: 3 clusters Score -2149745 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -2149878.500000 Penalty: 4665.411621 Iteration 8Q: 3 clusters Score -2149878 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -2149968.750000 Penalty: 4665.411621 Iteration 9Q: 3 clusters Score -2149969 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -2150035.500000 Penalty: 4665.411621 Iteration 10Q: 3 clusters Score -2150036 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -2150079.250000 Penalty: 4665.411621 Iteration 11Q: 3 clusters Score -2150079 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 7979 members Entering Unmasked Estep Score: -2150118.000000 Penalty: 4665.411621 Iteration 12Q: 3 clusters Score -2150118 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -2150158.500000 Penalty: 4665.411621 Iteration 13Q: 3 clusters Score -2150158 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -2150177.750000 Penalty: 4665.411621 Iteration 14Q: 3 clusters Score -2150178 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -2150195.750000 Penalty: 4665.411621 Iteration 15Q: 3 clusters Score -2150196 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -2150210.750000 Penalty: 4665.411621 Iteration 16Q: 3 clusters Score -2150211 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -2150231.500000 Penalty: 4665.411621 Iteration 17Q: 3 clusters Score -2150232 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -2150251.250000 Penalty: 4665.411621 Iteration 18Q: 3 clusters Score -2150251 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -2150260.250000 Penalty: 4665.411621 Iteration 19Q: 3 clusters Score -2150260 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -2150268.000000 Penalty: 4665.411621 Iteration 20F: 3 clusters Score -2150268 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 7452 members Entering Unmasked Estep Score: -2150271.250000 Penalty: 4665.411621 Iteration 21Q: 3 clusters Score -2150271 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -2150282.250000 Penalty: 4665.411621 Iteration 22Q: 3 clusters Score -2150282 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -2150293.250000 Penalty: 4665.411621 Iteration 23Q: 3 clusters Score -2150293 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -2150302.000000 Penalty: 4665.411621 Iteration 24Q: 3 clusters Score -2150302 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -2150307.500000 Penalty: 4665.411621 Iteration 25Q: 3 clusters Score -2150308 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -2150310.250000 Penalty: 4665.411621 Iteration 26Q: 3 clusters Score -2150310 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -2150316.000000 Penalty: 4665.411621 Iteration 27Q: 3 clusters Score -2150316 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -2150320.750000 Penalty: 4665.411621 Iteration 28Q: 3 clusters Score -2150321 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -2150329.000000 Penalty: 4665.411621 Iteration 29Q: 3 clusters Score -2150329 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -2150333.000000 Penalty: 4665.411621 Iteration 30Q: 3 clusters Score -2150333 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -2150343.250000 Penalty: 4665.411621 Iteration 31Q: 3 clusters Score -2150343 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -2150351.000000 Penalty: 4665.411621 Iteration 32Q: 3 clusters Score -2150351 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -2150354.000000 Penalty: 4665.411621 Iteration 33Q: 3 clusters Score -2150354 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -2150361.500000 Penalty: 4665.411621 Iteration 34Q: 3 clusters Score -2150362 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -2150366.250000 Penalty: 4665.411621 Iteration 35Q: 3 clusters Score -2150366 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -2150367.000000 Penalty: 4665.411621 Iteration 36Q: 3 clusters Score -2150367 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -2150373.500000 Penalty: 4665.411621 Iteration 37Q: 3 clusters Score -2150374 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -2150378.000000 Penalty: 4665.411621 Iteration 38Q: 3 clusters Score -2150378 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -2150378.000000 Penalty: 4665.411621 Iteration 39Q: 3 clusters Score -2150378 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -2150381.750000 Penalty: 4665.411621 Iteration 40F: 3 clusters Score -2150382 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -2150380.250000 Penalty: 4665.411621 Iteration 41Q: 3 clusters Score -2150380 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -2150382.000000 Penalty: 4665.411621 Iteration 42Q: 3 clusters Score -2150382 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -2150385.250000 Penalty: 4665.411621 Iteration 43Q: 3 clusters Score -2150385 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -2150386.750000 Penalty: 4665.411621 Iteration 44Q: 3 clusters Score -2150387 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -2150388.500000 Penalty: 4665.411621 Iteration 45Q: 3 clusters Score -2150388 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -2150384.250000 Penalty: 4665.411621 Iteration 46Q: 3 clusters Score -2150384 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -2150391.000000 Penalty: 4665.411621 Iteration 47Q: 3 clusters Score -2150391 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -2150393.250000 Penalty: 4665.411621 Iteration 48Q: 3 clusters Score -2150393 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -2150397.000000 Penalty: 4665.411621 Iteration 49Q: 3 clusters Score -2150397 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -2150402.000000 Penalty: 4665.411621 Iteration 50Q: 3 clusters Score -2150402 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -2150400.500000 Penalty: 4665.411621 Iteration 51Q: 3 clusters Score -2150400 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -2150401.000000 Penalty: 4665.411621 Iteration 52Q: 3 clusters Score -2150401 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -2150400.750000 Penalty: 4665.411621 Iteration 53Q: 3 clusters Score -2150401 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -2150401.250000 Penalty: 4665.411621 Iteration 54Q: 3 clusters Score -2150401 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -2150410.500000 Penalty: 4665.411621 Iteration 55Q: 3 clusters Score -2150410 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -2150410.000000 Penalty: 4665.411621 Iteration 56Q: 3 clusters Score -2150410 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -2150406.000000 Penalty: 4665.411621 Iteration 57Q: 3 clusters Score -2150406 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 6625 members Entering Unmasked Estep Score: -2150406.250000 Penalty: 4665.411621 Iteration 58Q: 3 clusters Score -2150406 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -2150410.000000 Penalty: 4665.411621 Iteration 59Q: 3 clusters Score -2150410 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -2150410.500000 Penalty: 4665.411621 Iteration 60F: 3 clusters Score -2150410 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -2150411.000000 Penalty: 4665.411621 Iteration 61Q: 3 clusters Score -2150411 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -2150410.500000 Penalty: 4665.411621 Iteration 62Q: 3 clusters Score -2150410 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -2150412.000000 Penalty: 4665.411621 Iteration 63Q: 3 clusters Score -2150412 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -2150412.500000 Penalty: 4665.411621 Iteration 64Q: 3 clusters Score -2150412 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -2150414.250000 Penalty: 4665.411621 Iteration 65Q: 3 clusters Score -2150414 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -2150417.250000 Penalty: 4665.411621 Iteration 66Q: 3 clusters Score -2150417 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -2150416.750000 Penalty: 4665.411621 Iteration 67Q: 3 clusters Score -2150417 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -2150418.750000 Penalty: 4665.411621 Iteration 68Q: 3 clusters Score -2150419 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -2150419.000000 Penalty: 4665.411621 Iteration 69Q: 3 clusters Score -2150419 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -2150418.500000 Penalty: 4665.411621 Iteration 70Q: 3 clusters Score -2150418 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -2150424.500000 Penalty: 4665.411621 Iteration 71Q: 3 clusters Score -2150424 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -2150419.250000 Penalty: 4665.411621 Iteration 72Q: 3 clusters Score -2150419 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -2150422.000000 Penalty: 4665.411621 Iteration 73Q: 3 clusters Score -2150422 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -2150422.250000 Penalty: 4665.411621 Iteration 74Q: 3 clusters Score -2150422 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -2150418.750000 Penalty: 4665.411621 Iteration 75Q: 3 clusters Score -2150419 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -2150423.000000 Penalty: 4665.411621 Iteration 76Q: 3 clusters Score -2150423 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -2150424.750000 Penalty: 4665.411621 Iteration 77Q: 3 clusters Score -2150425 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -2150427.500000 Penalty: 4665.411621 Iteration 78Q: 3 clusters Score -2150428 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -2150426.000000 Penalty: 4665.411621 Iteration 79Q: 3 clusters Score -2150426 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -2150429.250000 Penalty: 4665.411621 Iteration 80F: 3 clusters Score -2150429 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -2150434.750000 Penalty: 4665.411621 Iteration 81Q: 3 clusters Score -2150435 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -2150444.500000 Penalty: 4665.411621 Iteration 82Q: 3 clusters Score -2150444 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -2150450.750000 Penalty: 4665.411621 Iteration 83Q: 3 clusters Score -2150451 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -2150452.000000 Penalty: 4665.411621 Iteration 84Q: 3 clusters Score -2150452 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -2150466.000000 Penalty: 4665.411621 Iteration 85Q: 3 clusters Score -2150466 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -2150481.750000 Penalty: 4665.411621 Iteration 86Q: 3 clusters Score -2150482 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -2150489.500000 Penalty: 4665.411621 Iteration 87Q: 3 clusters Score -2150490 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -2150503.500000 Penalty: 4665.411621 Iteration 88Q: 3 clusters Score -2150504 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -2150537.750000 Penalty: 4665.411621 Iteration 89Q: 3 clusters Score -2150538 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -2150590.250000 Penalty: 4665.411621 Iteration 90Q: 3 clusters Score -2150590 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -2150668.250000 Penalty: 4665.411621 Iteration 91Q: 3 clusters Score -2150668 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -2150779.250000 Penalty: 4665.411621 Iteration 92Q: 3 clusters Score -2150779 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -2150939.500000 Penalty: 4665.411621 Iteration 93Q: 3 clusters Score -2150940 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -2151130.000000 Penalty: 4665.411621 Iteration 94Q: 3 clusters Score -2151130 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -2151338.500000 Penalty: 4665.411621 Iteration 95Q: 3 clusters Score -2151338 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -2151580.500000 Penalty: 4665.411621 Iteration 96Q: 3 clusters Score -2151580 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -2151808.500000 Penalty: 4665.411621 Iteration 97Q: 3 clusters Score -2151808 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -2152014.750000 Penalty: 4665.411621 Iteration 98Q: 3 clusters Score -2152015 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -2152152.500000 Penalty: 4665.411621 Iteration 99Q: 3 clusters Score -2152152 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -2152234.000000 Penalty: 4665.411621 Iteration 100F: 3 clusters Score -2152234 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6858 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -2152278.000000 Penalty: 4665.411621 Iteration 101Q: 3 clusters Score -2152278 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -2152317.000000 Penalty: 4665.411621 Iteration 102Q: 3 clusters Score -2152317 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -2152334.500000 Penalty: 4665.411621 Iteration 103Q: 3 clusters Score -2152334 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -2152345.250000 Penalty: 4665.411621 Iteration 104Q: 3 clusters Score -2152345 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -2152353.500000 Penalty: 4665.411621 Iteration 105Q: 3 clusters Score -2152354 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -2152357.500000 Penalty: 4665.411621 Iteration 106Q: 3 clusters Score -2152358 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -2152371.500000 Penalty: 4665.411621 Iteration 107Q: 3 clusters Score -2152372 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -2152372.500000 Penalty: 4665.411621 Iteration 108Q: 3 clusters Score -2152372 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -2152375.250000 Penalty: 4665.411621 Iteration 109Q: 3 clusters Score -2152375 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -2152373.500000 Penalty: 4665.411621 Iteration 110Q: 3 clusters Score -2152374 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -2152378.500000 Penalty: 4665.411621 Iteration 111Q: 3 clusters Score -2152378 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -2152380.750000 Penalty: 4665.411621 Iteration 112Q: 3 clusters Score -2152381 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -2152383.000000 Penalty: 4665.411621 Iteration 113Q: 3 clusters Score -2152383 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -2152384.750000 Penalty: 4665.411621 Iteration 114Q: 3 clusters Score -2152385 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -2152387.250000 Penalty: 4665.411621 Iteration 115Q: 3 clusters Score -2152387 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -2152386.500000 Penalty: 4665.411621 Iteration 116Q: 3 clusters Score -2152386 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -2152389.250000 Penalty: 4665.411621 Iteration 117Q: 3 clusters Score -2152389 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -2152394.000000 Penalty: 4665.411621 Iteration 118Q: 3 clusters Score -2152394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -2152392.000000 Penalty: 4665.411621 Iteration 119Q: 3 clusters Score -2152392 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -2152392.500000 Penalty: 4665.411621 Iteration 120F: 3 clusters Score -2152392 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -2152393.250000 Penalty: 4665.411621 Iteration 121Q: 3 clusters Score -2152393 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -2152395.250000 Penalty: 4665.411621 Iteration 122Q: 3 clusters Score -2152395 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -2152397.750000 Penalty: 4665.411621 Iteration 123Q: 3 clusters Score -2152398 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -2152400.000000 Penalty: 4665.411621 Iteration 124Q: 3 clusters Score -2152400 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -2152407.500000 Penalty: 4665.411621 Iteration 125Q: 3 clusters Score -2152408 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -2152409.000000 Penalty: 4665.411621 Iteration 126Q: 3 clusters Score -2152409 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -2152410.000000 Penalty: 4665.411621 Iteration 127Q: 3 clusters Score -2152410 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -2152409.250000 Penalty: 4665.411621 Iteration 128Q: 3 clusters Score -2152409 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -2152414.000000 Penalty: 4665.411621 Iteration 129Q: 3 clusters Score -2152414 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -2152422.250000 Penalty: 4665.411621 Iteration 130Q: 3 clusters Score -2152422 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -2152419.750000 Penalty: 4665.411621 Iteration 131Q: 3 clusters Score -2152420 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -2152423.250000 Penalty: 4665.411621 Iteration 132Q: 3 clusters Score -2152423 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -2152427.500000 Penalty: 4665.411621 Iteration 133Q: 3 clusters Score -2152428 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -2152429.500000 Penalty: 4665.411621 Iteration 134Q: 3 clusters Score -2152430 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -2152430.500000 Penalty: 4665.411621 Iteration 135Q: 3 clusters Score -2152430 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -2152429.750000 Penalty: 4665.411621 Iteration 136Q: 3 clusters Score -2152430 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -2152431.500000 Penalty: 4665.411621 Iteration 137Q: 3 clusters Score -2152432 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -2152432.750000 Penalty: 4665.411621 Iteration 138Q: 3 clusters Score -2152433 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -2152432.750000 Penalty: 4665.411621 Iteration 139F: 3 clusters Score -2152433 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 751 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6657 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 6357 members Mstep: Class 10 contains 800 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 13069 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6416 members Mstep: Class 20 contains 638 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 319 members Mstep: Class 24 contains 6754 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 1056 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3762 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5805 members Entering Unmasked Estep Score: -15649217.000000 Penalty: 90826.929688 Splitting cluster 9 changes total score from -15648060.000000 to -15649217.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 10 (800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Entering Unmasked Estep Score: -103650.789062 Penalty: 1657.783691 Iteration 0F: 2 clusters Score -103650.8 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 427 members Entering Unmasked Estep Score: -102001.562500 Penalty: 3315.567383 Iteration 0F: 3 clusters Score -102001.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -102608.718750 Penalty: 3315.567383 Iteration 1F: 3 clusters Score -102608.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -103045.367188 Penalty: 3315.567383 Iteration 2F: 3 clusters Score -103045.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -103367.820312 Penalty: 3315.567383 Iteration 3F: 3 clusters Score -103367.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -103647.335938 Penalty: 3315.567383 Iteration 4F: 3 clusters Score -103647.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -103958.937500 Penalty: 3315.567383 Iteration 5F: 3 clusters Score -103958.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -104170.437500 Penalty: 3315.567383 Iteration 6F: 3 clusters Score -104170.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -104335.921875 Penalty: 3315.567383 Iteration 7Q: 3 clusters Score -104335.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -104489.804688 Penalty: 3315.567383 Iteration 8Q: 3 clusters Score -104489.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -104559.296875 Penalty: 3315.567383 Iteration 9Q: 3 clusters Score -104559.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -104568.046875 Penalty: 3315.567383 Iteration 10Q: 3 clusters Score -104568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -104568.992188 Penalty: 3315.567383 Iteration 11Q: 3 clusters Score -104569 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -104568.992188 Penalty: 3315.567383 Iteration 12F: 3 clusters Score -104569 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 751 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6657 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 6357 members Mstep: Class 10 contains 367 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 13069 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6416 members Mstep: Class 20 contains 638 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 319 members Mstep: Class 24 contains 6754 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 1056 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3762 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5805 members Mstep: Class 33 contains 433 members Entering Unmasked Estep Score: -15648972.000000 Penalty: 93665.265625 Splitting cluster 10 changes total score from -15648060.000000 to -15648972.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 11 (605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Entering Unmasked Estep Score: -102166.500000 Penalty: 1588.496704 Iteration 0F: 2 clusters Score -102166.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -100586.367188 Penalty: 3176.993408 Iteration 0F: 3 clusters Score -100586.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -100872.273438 Penalty: 3176.993408 Iteration 1F: 3 clusters Score -100872.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -101129.046875 Penalty: 3176.993408 Iteration 2F: 3 clusters Score -101129 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -101329.710938 Penalty: 3176.993408 Iteration 3F: 3 clusters Score -101329.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -101417.976562 Penalty: 3176.993408 Iteration 4Q: 3 clusters Score -101418 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -101492.703125 Penalty: 3176.993408 Iteration 5Q: 3 clusters Score -101492.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -101535.710938 Penalty: 3176.993408 Iteration 6Q: 3 clusters Score -101535.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -101549.539062 Penalty: 3176.993408 Iteration 7Q: 3 clusters Score -101549.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -101562.398438 Penalty: 3176.993408 Iteration 8Q: 3 clusters Score -101562.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -101565.039062 Penalty: 3176.993408 Iteration 9Q: 3 clusters Score -101565 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -101566.218750 Penalty: 3176.993408 Iteration 10Q: 3 clusters Score -101566.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -101574.226562 Penalty: 3176.993408 Iteration 11Q: 3 clusters Score -101574.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -101574.226562 Penalty: 3176.993408 Iteration 12F: 3 clusters Score -101574.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2742 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Entering Unmasked Estep Score: -464099.218750 Penalty: 1963.277832 Iteration 0F: 2 clusters Score -464099.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -461034.562500 Penalty: 3926.555664 Iteration 0F: 3 clusters Score -461034.6 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -461779.093750 Penalty: 3926.555664 Iteration 1F: 3 clusters Score -461779.1 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -462163.531250 Penalty: 3926.555664 Iteration 2F: 3 clusters Score -462163.5 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -462666.531250 Penalty: 3926.555664 Iteration 3F: 3 clusters Score -462666.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -463004.500000 Penalty: 3926.555664 Iteration 4F: 3 clusters Score -463004.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -463220.968750 Penalty: 3926.555664 Iteration 5F: 3 clusters Score -463221 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -463406.187500 Penalty: 3926.555664 Iteration 6Q: 3 clusters Score -463406.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -463487.718750 Penalty: 3926.555664 Iteration 7Q: 3 clusters Score -463487.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -463554.531250 Penalty: 3926.555664 Iteration 8Q: 3 clusters Score -463554.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -463596.937500 Penalty: 3926.555664 Iteration 9Q: 3 clusters Score -463596.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -463611.531250 Penalty: 3926.555664 Iteration 10Q: 3 clusters Score -463611.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -463623.593750 Penalty: 3926.555664 Iteration 11Q: 3 clusters Score -463623.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -463629.093750 Penalty: 3926.555664 Iteration 12Q: 3 clusters Score -463629.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -463634.218750 Penalty: 3926.555664 Iteration 13Q: 3 clusters Score -463634.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -463639.781250 Penalty: 3926.555664 Iteration 14Q: 3 clusters Score -463639.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -463647.218750 Penalty: 3926.555664 Iteration 15Q: 3 clusters Score -463647.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -463656.875000 Penalty: 3926.555664 Iteration 16Q: 3 clusters Score -463656.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -463667.187500 Penalty: 3926.555664 Iteration 17Q: 3 clusters Score -463667.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -463671.500000 Penalty: 3926.555664 Iteration 18Q: 3 clusters Score -463671.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -463677.781250 Penalty: 3926.555664 Iteration 19Q: 3 clusters Score -463677.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -463681.250000 Penalty: 3926.555664 Iteration 20F: 3 clusters Score -463681.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -463684.281250 Penalty: 3926.555664 Iteration 21Q: 3 clusters Score -463684.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -463685.968750 Penalty: 3926.555664 Iteration 22Q: 3 clusters Score -463686 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -463691.656250 Penalty: 3926.555664 Iteration 23Q: 3 clusters Score -463691.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -463695.156250 Penalty: 3926.555664 Iteration 24Q: 3 clusters Score -463695.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -463698.281250 Penalty: 3926.555664 Iteration 25Q: 3 clusters Score -463698.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -463700.812500 Penalty: 3926.555664 Iteration 26Q: 3 clusters Score -463700.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -463703.968750 Penalty: 3926.555664 Iteration 27Q: 3 clusters Score -463704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -463705.656250 Penalty: 3926.555664 Iteration 28Q: 3 clusters Score -463705.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -463708.625000 Penalty: 3926.555664 Iteration 29Q: 3 clusters Score -463708.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -463710.156250 Penalty: 3926.555664 Iteration 30Q: 3 clusters Score -463710.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -463710.187500 Penalty: 3926.555664 Iteration 31Q: 3 clusters Score -463710.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -463711.750000 Penalty: 3926.555664 Iteration 32Q: 3 clusters Score -463711.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -463712.812500 Penalty: 3926.555664 Iteration 33Q: 3 clusters Score -463712.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -463712.812500 Penalty: 3926.555664 Iteration 34F: 3 clusters Score -463712.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Entering Unmasked Estep Score: -380226.218750 Penalty: 1913.903198 Iteration 0F: 2 clusters Score -380226.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -377441.093750 Penalty: 3827.806396 Iteration 0F: 3 clusters Score -377441.1 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -377963.500000 Penalty: 3827.806396 Iteration 1F: 3 clusters Score -377963.5 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -378139.812500 Penalty: 3827.806396 Iteration 2F: 3 clusters Score -378139.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -378227.750000 Penalty: 3827.806396 Iteration 3Q: 3 clusters Score -378227.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -378299.437500 Penalty: 3827.806396 Iteration 4Q: 3 clusters Score -378299.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -378365.562500 Penalty: 3827.806396 Iteration 5Q: 3 clusters Score -378365.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -378415.343750 Penalty: 3827.806396 Iteration 6Q: 3 clusters Score -378415.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -378441.187500 Penalty: 3827.806396 Iteration 7Q: 3 clusters Score -378441.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -378461.031250 Penalty: 3827.806396 Iteration 8Q: 3 clusters Score -378461 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -378478.468750 Penalty: 3827.806396 Iteration 9Q: 3 clusters Score -378478.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -378487.906250 Penalty: 3827.806396 Iteration 10Q: 3 clusters Score -378487.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -378497.343750 Penalty: 3827.806396 Iteration 11Q: 3 clusters Score -378497.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -378504.875000 Penalty: 3827.806396 Iteration 12Q: 3 clusters Score -378504.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -378519.843750 Penalty: 3827.806396 Iteration 13Q: 3 clusters Score -378519.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -378529.656250 Penalty: 3827.806396 Iteration 14Q: 3 clusters Score -378529.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -378538.406250 Penalty: 3827.806396 Iteration 15Q: 3 clusters Score -378538.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -378549.781250 Penalty: 3827.806396 Iteration 16Q: 3 clusters Score -378549.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -378560.375000 Penalty: 3827.806396 Iteration 17Q: 3 clusters Score -378560.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -378566.906250 Penalty: 3827.806396 Iteration 18Q: 3 clusters Score -378566.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -378571.875000 Penalty: 3827.806396 Iteration 19Q: 3 clusters Score -378571.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -378579.218750 Penalty: 3827.806396 Iteration 20F: 3 clusters Score -378579.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -378584.750000 Penalty: 3827.806396 Iteration 21Q: 3 clusters Score -378584.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -378596.187500 Penalty: 3827.806396 Iteration 22Q: 3 clusters Score -378596.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -378604.312500 Penalty: 3827.806396 Iteration 23Q: 3 clusters Score -378604.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -378612.437500 Penalty: 3827.806396 Iteration 24Q: 3 clusters Score -378612.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -378616.843750 Penalty: 3827.806396 Iteration 25Q: 3 clusters Score -378616.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -378619.375000 Penalty: 3827.806396 Iteration 26Q: 3 clusters Score -378619.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -378623.406250 Penalty: 3827.806396 Iteration 27Q: 3 clusters Score -378623.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -378627.906250 Penalty: 3827.806396 Iteration 28Q: 3 clusters Score -378627.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -378638.531250 Penalty: 3827.806396 Iteration 29Q: 3 clusters Score -378638.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -378651.875000 Penalty: 3827.806396 Iteration 30Q: 3 clusters Score -378651.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -378661.031250 Penalty: 3827.806396 Iteration 31Q: 3 clusters Score -378661 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -378669.656250 Penalty: 3827.806396 Iteration 32Q: 3 clusters Score -378669.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -378675.718750 Penalty: 3827.806396 Iteration 33Q: 3 clusters Score -378675.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -378679.875000 Penalty: 3827.806396 Iteration 34Q: 3 clusters Score -378679.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -378682.156250 Penalty: 3827.806396 Iteration 35Q: 3 clusters Score -378682.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -378683.156250 Penalty: 3827.806396 Iteration 36Q: 3 clusters Score -378683.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -378684.156250 Penalty: 3827.806396 Iteration 37Q: 3 clusters Score -378684.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -378684.156250 Penalty: 3827.806396 Iteration 38F: 3 clusters Score -378684.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Entering Unmasked Estep Score: -28485.345703 Penalty: 1355.030273 Iteration 0F: 2 clusters Score -28485.35 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 124 members Entering Unmasked Estep Score: -27418.562500 Penalty: 2710.060547 Iteration 0F: 3 clusters Score -27418.56 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -27554.640625 Penalty: 2710.060547 Iteration 1F: 3 clusters Score -27554.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -27594.296875 Penalty: 2710.060547 Iteration 2Q: 3 clusters Score -27594.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -27656.976562 Penalty: 2710.060547 Iteration 3Q: 3 clusters Score -27656.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -27695.447266 Penalty: 2710.060547 Iteration 4Q: 3 clusters Score -27695.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -27708.617188 Penalty: 2710.060547 Iteration 5Q: 3 clusters Score -27708.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -27720.205078 Penalty: 2710.060547 Iteration 6Q: 3 clusters Score -27720.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -27728.097656 Penalty: 2710.060547 Iteration 7Q: 3 clusters Score -27728.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -27747.230469 Penalty: 2710.060547 Iteration 8Q: 3 clusters Score -27747.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -27750.908203 Penalty: 2710.060547 Iteration 9Q: 3 clusters Score -27750.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -27756.390625 Penalty: 2710.060547 Iteration 10Q: 3 clusters Score -27756.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -27760.888672 Penalty: 2710.060547 Iteration 11Q: 3 clusters Score -27760.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -27765.505859 Penalty: 2710.060547 Iteration 12Q: 3 clusters Score -27765.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -27773.187500 Penalty: 2710.060547 Iteration 13Q: 3 clusters Score -27773.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -27801.771484 Penalty: 2710.060547 Iteration 14Q: 3 clusters Score -27801.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -27818.234375 Penalty: 2710.060547 Iteration 15Q: 3 clusters Score -27818.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -27825.015625 Penalty: 2710.060547 Iteration 16Q: 3 clusters Score -27825.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -27828.953125 Penalty: 2710.060547 Iteration 17Q: 3 clusters Score -27828.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -27828.953125 Penalty: 2710.060547 Iteration 18F: 3 clusters Score -27828.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -23518.566406 Penalty: 1257.088257 Iteration 0F: 2 clusters Score -23518.57 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 80 members Entering Unmasked Estep Score: -22954.099609 Penalty: 2514.176514 Iteration 0F: 3 clusters Score -22954.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -23154.189453 Penalty: 2514.176514 Iteration 1F: 3 clusters Score -23154.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -23305.707031 Penalty: 2514.176514 Iteration 2F: 3 clusters Score -23305.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -23335.751953 Penalty: 2514.176514 Iteration 3Q: 3 clusters Score -23335.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -23355.058594 Penalty: 2514.176514 Iteration 4Q: 3 clusters Score -23355.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -23355.058594 Penalty: 2514.176514 Iteration 5F: 3 clusters Score -23355.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Entering Unmasked Estep Score: -115561.601562 Penalty: 1632.685547 Iteration 0F: 2 clusters Score -115561.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -113831.250000 Penalty: 3265.371094 Iteration 0F: 3 clusters Score -113831.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -114045.132812 Penalty: 3265.371094 Iteration 1F: 3 clusters Score -114045.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -114112.070312 Penalty: 3265.371094 Iteration 2F: 3 clusters Score -114112.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -114150.140625 Penalty: 3265.371094 Iteration 3Q: 3 clusters Score -114150.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -114179.070312 Penalty: 3265.371094 Iteration 4Q: 3 clusters Score -114179.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -114197.515625 Penalty: 3265.371094 Iteration 5Q: 3 clusters Score -114197.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -114206.500000 Penalty: 3265.371094 Iteration 6Q: 3 clusters Score -114206.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -114208.953125 Penalty: 3265.371094 Iteration 7Q: 3 clusters Score -114209 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -114209.953125 Penalty: 3265.371094 Iteration 8Q: 3 clusters Score -114210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -114210.500000 Penalty: 3265.371094 Iteration 9Q: 3 clusters Score -114210.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -114210.500000 Penalty: 3265.371094 Iteration 10F: 3 clusters Score -114210.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (13069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Entering Unmasked Estep Score: -2286042.000000 Penalty: 2350.543701 Iteration 0F: 2 clusters Score -2286042 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -2276523.750000 Penalty: 4701.087402 Iteration 0F: 3 clusters Score -2276524 nChanged 5542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -2279994.000000 Penalty: 4701.087402 Iteration 1F: 3 clusters Score -2279994 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -2281901.250000 Penalty: 4701.087402 Iteration 2F: 3 clusters Score -2281901 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -2284333.250000 Penalty: 4701.087402 Iteration 3F: 3 clusters Score -2284333 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8875 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -2286601.250000 Penalty: 4701.087402 Iteration 4F: 3 clusters Score -2286601 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10045 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -2288437.250000 Penalty: 4701.087402 Iteration 5F: 3 clusters Score -2288437 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -2289644.250000 Penalty: 4701.087402 Iteration 6F: 3 clusters Score -2289644 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11082 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -2290355.250000 Penalty: 4701.087402 Iteration 7Q: 3 clusters Score -2290355 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11204 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -2290693.750000 Penalty: 4701.087402 Iteration 8Q: 3 clusters Score -2290694 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -2290796.750000 Penalty: 4701.087402 Iteration 9Q: 3 clusters Score -2290797 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11319 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -2290821.250000 Penalty: 4701.087402 Iteration 10Q: 3 clusters Score -2290821 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11344 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -2290834.500000 Penalty: 4701.087402 Iteration 11Q: 3 clusters Score -2290834 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -2290836.000000 Penalty: 4701.087402 Iteration 12Q: 3 clusters Score -2290836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -2290840.250000 Penalty: 4701.087402 Iteration 13Q: 3 clusters Score -2290840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -2290838.250000 Penalty: 4701.087402 Iteration 14Q: 3 clusters Score -2290838 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11365 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -2290842.750000 Penalty: 4701.087402 Iteration 15Q: 3 clusters Score -2290843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11365 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -2290842.750000 Penalty: 4701.087402 Iteration 16F: 3 clusters Score -2290843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 751 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6657 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 6357 members Mstep: Class 10 contains 367 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 11365 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6416 members Mstep: Class 20 contains 638 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 319 members Mstep: Class 24 contains 6754 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 1056 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3762 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5805 members Mstep: Class 33 contains 433 members Mstep: Class 34 contains 1704 members Entering Unmasked Estep Score: -15653258.000000 Penalty: 96503.609375 Splitting cluster 17 changes total score from -15648060.000000 to -15653258.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 18 (544 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Entering Unmasked Estep Score: -84990.507812 Penalty: 1562.139404 Iteration 0F: 2 clusters Score -84990.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -83445.531250 Penalty: 3124.278809 Iteration 0F: 3 clusters Score -83445.53 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -83669.179688 Penalty: 3124.278809 Iteration 1F: 3 clusters Score -83669.18 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -83744.281250 Penalty: 3124.278809 Iteration 2Q: 3 clusters Score -83744.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -83788.242188 Penalty: 3124.278809 Iteration 3Q: 3 clusters Score -83788.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -83809.906250 Penalty: 3124.278809 Iteration 4Q: 3 clusters Score -83809.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -83820.460938 Penalty: 3124.278809 Iteration 5Q: 3 clusters Score -83820.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -83822.945312 Penalty: 3124.278809 Iteration 6Q: 3 clusters Score -83822.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -83822.945312 Penalty: 3124.278809 Iteration 7F: 3 clusters Score -83822.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Entering Unmasked Estep Score: -1058921.625000 Penalty: 2174.104492 Iteration 0F: 2 clusters Score -1058922 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1053554.875000 Penalty: 4348.208984 Iteration 0F: 3 clusters Score -1053555 nChanged 2550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -1055102.625000 Penalty: 4348.208984 Iteration 1F: 3 clusters Score -1055103 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -1055611.250000 Penalty: 4348.208984 Iteration 2F: 3 clusters Score -1055611 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1056444.375000 Penalty: 4348.208984 Iteration 3F: 3 clusters Score -1056444 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1057646.000000 Penalty: 4348.208984 Iteration 4F: 3 clusters Score -1057646 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1059036.625000 Penalty: 4348.208984 Iteration 5F: 3 clusters Score -1059037 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1060104.500000 Penalty: 4348.208984 Iteration 6F: 3 clusters Score -1060104 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1060558.000000 Penalty: 4348.208984 Iteration 7F: 3 clusters Score -1060558 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -1060779.875000 Penalty: 4348.208984 Iteration 8Q: 3 clusters Score -1060780 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -1060882.875000 Penalty: 4348.208984 Iteration 9Q: 3 clusters Score -1060883 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1060904.750000 Penalty: 4348.208984 Iteration 10Q: 3 clusters Score -1060905 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1060911.625000 Penalty: 4348.208984 Iteration 11Q: 3 clusters Score -1060912 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1060915.375000 Penalty: 4348.208984 Iteration 12Q: 3 clusters Score -1060915 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1060915.250000 Penalty: 4348.208984 Iteration 13Q: 3 clusters Score -1060915 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1060915.250000 Penalty: 4348.208984 Iteration 14F: 3 clusters Score -1060915 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 751 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6657 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 6357 members Mstep: Class 10 contains 367 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 11365 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2386 members Mstep: Class 20 contains 638 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 319 members Mstep: Class 24 contains 6754 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 1056 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3762 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5805 members Mstep: Class 33 contains 433 members Mstep: Class 34 contains 1704 members Mstep: Class 35 contains 4030 members Entering Unmasked Estep Score: -15654585.000000 Penalty: 99341.953125 Splitting cluster 19 changes total score from -15648060.000000 to -15654585.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 20 (638 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Entering Unmasked Estep Score: -68836.039062 Penalty: 1601.667847 Iteration 0F: 2 clusters Score -68836.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -67299.632812 Penalty: 3203.335693 Iteration 0F: 3 clusters Score -67299.63 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -67884.992188 Penalty: 3203.335693 Iteration 1F: 3 clusters Score -67884.99 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -68304.500000 Penalty: 3203.335693 Iteration 2F: 3 clusters Score -68304.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -68653.367188 Penalty: 3203.335693 Iteration 3F: 3 clusters Score -68653.37 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -68926.250000 Penalty: 3203.335693 Iteration 4F: 3 clusters Score -68926.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -68988.500000 Penalty: 3203.335693 Iteration 5Q: 3 clusters Score -68988.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -69002.414062 Penalty: 3203.335693 Iteration 6Q: 3 clusters Score -69002.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -69020.281250 Penalty: 3203.335693 Iteration 7Q: 3 clusters Score -69020.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -69022.867188 Penalty: 3203.335693 Iteration 8Q: 3 clusters Score -69022.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -69023.984375 Penalty: 3203.335693 Iteration 9Q: 3 clusters Score -69023.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -69023.984375 Penalty: 3203.335693 Iteration 10F: 3 clusters Score -69023.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 751 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6657 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 6357 members Mstep: Class 10 contains 367 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 11365 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2386 members Mstep: Class 20 contains 344 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 319 members Mstep: Class 24 contains 6754 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 1056 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3762 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5805 members Mstep: Class 33 contains 433 members Mstep: Class 34 contains 1704 members Mstep: Class 35 contains 4030 members Mstep: Class 36 contains 294 members Entering Unmasked Estep Score: -15653551.000000 Penalty: 102180.296875 Splitting cluster 20 changes total score from -15648060.000000 to -15653551.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 21 (10977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10977 members Entering Unmasked Estep Score: -1950807.375000 Penalty: 2307.282227 Iteration 0F: 2 clusters Score -1950807 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1942531.125000 Penalty: 4614.564453 Iteration 0F: 3 clusters Score -1942531 nChanged 4601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1945273.375000 Penalty: 4614.564453 Iteration 1F: 3 clusters Score -1945273 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -1946095.000000 Penalty: 4614.564453 Iteration 2F: 3 clusters Score -1946095 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -1946911.250000 Penalty: 4614.564453 Iteration 3F: 3 clusters Score -1946911 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -1947696.125000 Penalty: 4614.564453 Iteration 4F: 3 clusters Score -1947696 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -1948339.125000 Penalty: 4614.564453 Iteration 5F: 3 clusters Score -1948339 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -1948779.500000 Penalty: 4614.564453 Iteration 6F: 3 clusters Score -1948780 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -1949043.625000 Penalty: 4614.564453 Iteration 7Q: 3 clusters Score -1949044 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -1949206.000000 Penalty: 4614.564453 Iteration 8Q: 3 clusters Score -1949206 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -1949313.750000 Penalty: 4614.564453 Iteration 9Q: 3 clusters Score -1949314 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -1949382.250000 Penalty: 4614.564453 Iteration 10Q: 3 clusters Score -1949382 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -1949448.500000 Penalty: 4614.564453 Iteration 11Q: 3 clusters Score -1949448 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -1949502.125000 Penalty: 4614.564453 Iteration 12Q: 3 clusters Score -1949502 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -1949554.625000 Penalty: 4614.564453 Iteration 13Q: 3 clusters Score -1949555 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -1949586.000000 Penalty: 4614.564453 Iteration 14Q: 3 clusters Score -1949586 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -1949615.875000 Penalty: 4614.564453 Iteration 15Q: 3 clusters Score -1949616 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -1949632.875000 Penalty: 4614.564453 Iteration 16Q: 3 clusters Score -1949633 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -1949661.250000 Penalty: 4614.564453 Iteration 17Q: 3 clusters Score -1949661 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -1949680.750000 Penalty: 4614.564453 Iteration 18Q: 3 clusters Score -1949681 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -1949695.750000 Penalty: 4614.564453 Iteration 19Q: 3 clusters Score -1949696 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -1949717.625000 Penalty: 4614.564453 Iteration 20F: 3 clusters Score -1949718 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -1949730.375000 Penalty: 4614.564453 Iteration 21Q: 3 clusters Score -1949730 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -1949742.375000 Penalty: 4614.564453 Iteration 22Q: 3 clusters Score -1949742 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -1949745.125000 Penalty: 4614.564453 Iteration 23Q: 3 clusters Score -1949745 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -1949752.875000 Penalty: 4614.564453 Iteration 24Q: 3 clusters Score -1949753 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1949755.000000 Penalty: 4614.564453 Iteration 25Q: 3 clusters Score -1949755 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -1949765.375000 Penalty: 4614.564453 Iteration 26Q: 3 clusters Score -1949765 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -1949771.125000 Penalty: 4614.564453 Iteration 27Q: 3 clusters Score -1949771 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -1949774.250000 Penalty: 4614.564453 Iteration 28Q: 3 clusters Score -1949774 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -1949771.375000 Penalty: 4614.564453 Iteration 29Q: 3 clusters Score -1949771 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -1949777.125000 Penalty: 4614.564453 Iteration 30Q: 3 clusters Score -1949777 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -1949784.000000 Penalty: 4614.564453 Iteration 31Q: 3 clusters Score -1949784 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -1949787.875000 Penalty: 4614.564453 Iteration 32Q: 3 clusters Score -1949788 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -1949791.750000 Penalty: 4614.564453 Iteration 33Q: 3 clusters Score -1949792 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -1949793.250000 Penalty: 4614.564453 Iteration 34Q: 3 clusters Score -1949793 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -1949803.000000 Penalty: 4614.564453 Iteration 35Q: 3 clusters Score -1949803 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -1949807.125000 Penalty: 4614.564453 Iteration 36Q: 3 clusters Score -1949807 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -1949809.625000 Penalty: 4614.564453 Iteration 37Q: 3 clusters Score -1949810 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1949809.125000 Penalty: 4614.564453 Iteration 38Q: 3 clusters Score -1949809 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -1949808.375000 Penalty: 4614.564453 Iteration 39Q: 3 clusters Score -1949808 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -1949811.875000 Penalty: 4614.564453 Iteration 40F: 3 clusters Score -1949812 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -1949813.625000 Penalty: 4614.564453 Iteration 41Q: 3 clusters Score -1949814 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -1949817.125000 Penalty: 4614.564453 Iteration 42Q: 3 clusters Score -1949817 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -1949820.125000 Penalty: 4614.564453 Iteration 43Q: 3 clusters Score -1949820 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -1949821.875000 Penalty: 4614.564453 Iteration 44Q: 3 clusters Score -1949822 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1949831.625000 Penalty: 4614.564453 Iteration 45Q: 3 clusters Score -1949832 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -1949836.750000 Penalty: 4614.564453 Iteration 46Q: 3 clusters Score -1949837 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -1949853.500000 Penalty: 4614.564453 Iteration 47Q: 3 clusters Score -1949854 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -1949854.250000 Penalty: 4614.564453 Iteration 48Q: 3 clusters Score -1949854 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1949864.125000 Penalty: 4614.564453 Iteration 49Q: 3 clusters Score -1949864 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -1949866.375000 Penalty: 4614.564453 Iteration 50Q: 3 clusters Score -1949866 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -1949880.500000 Penalty: 4614.564453 Iteration 51Q: 3 clusters Score -1949880 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -1949885.000000 Penalty: 4614.564453 Iteration 52Q: 3 clusters Score -1949885 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -1949887.875000 Penalty: 4614.564453 Iteration 53Q: 3 clusters Score -1949888 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -1949891.625000 Penalty: 4614.564453 Iteration 54Q: 3 clusters Score -1949892 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1949893.875000 Penalty: 4614.564453 Iteration 55Q: 3 clusters Score -1949894 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -1949893.625000 Penalty: 4614.564453 Iteration 56Q: 3 clusters Score -1949894 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1949895.750000 Penalty: 4614.564453 Iteration 57Q: 3 clusters Score -1949896 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -1949898.625000 Penalty: 4614.564453 Iteration 58Q: 3 clusters Score -1949899 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1949908.625000 Penalty: 4614.564453 Iteration 59Q: 3 clusters Score -1949909 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -1949910.750000 Penalty: 4614.564453 Iteration 60F: 3 clusters Score -1949911 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1949916.125000 Penalty: 4614.564453 Iteration 61Q: 3 clusters Score -1949916 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -1949920.875000 Penalty: 4614.564453 Iteration 62Q: 3 clusters Score -1949921 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -1949927.625000 Penalty: 4614.564453 Iteration 63Q: 3 clusters Score -1949928 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -1949936.500000 Penalty: 4614.564453 Iteration 64Q: 3 clusters Score -1949936 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1949944.375000 Penalty: 4614.564453 Iteration 65Q: 3 clusters Score -1949944 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -1949942.750000 Penalty: 4614.564453 Iteration 66Q: 3 clusters Score -1949943 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -1949947.750000 Penalty: 4614.564453 Iteration 67Q: 3 clusters Score -1949948 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -1949954.500000 Penalty: 4614.564453 Iteration 68Q: 3 clusters Score -1949954 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1949955.625000 Penalty: 4614.564453 Iteration 69Q: 3 clusters Score -1949956 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -1949957.250000 Penalty: 4614.564453 Iteration 70Q: 3 clusters Score -1949957 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -1949965.875000 Penalty: 4614.564453 Iteration 71Q: 3 clusters Score -1949966 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1949966.500000 Penalty: 4614.564453 Iteration 72Q: 3 clusters Score -1949966 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1949966.625000 Penalty: 4614.564453 Iteration 73Q: 3 clusters Score -1949967 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -1949972.250000 Penalty: 4614.564453 Iteration 74Q: 3 clusters Score -1949972 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -1949977.125000 Penalty: 4614.564453 Iteration 75Q: 3 clusters Score -1949977 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -1949978.625000 Penalty: 4614.564453 Iteration 76Q: 3 clusters Score -1949979 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -1949978.000000 Penalty: 4614.564453 Iteration 77Q: 3 clusters Score -1949978 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -1949984.125000 Penalty: 4614.564453 Iteration 78Q: 3 clusters Score -1949984 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1949988.000000 Penalty: 4614.564453 Iteration 79Q: 3 clusters Score -1949988 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -1949991.750000 Penalty: 4614.564453 Iteration 80F: 3 clusters Score -1949992 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1949995.750000 Penalty: 4614.564453 Iteration 81Q: 3 clusters Score -1949996 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1949997.250000 Penalty: 4614.564453 Iteration 82Q: 3 clusters Score -1949997 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1950005.375000 Penalty: 4614.564453 Iteration 83Q: 3 clusters Score -1950005 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1950005.250000 Penalty: 4614.564453 Iteration 84Q: 3 clusters Score -1950005 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -1950005.000000 Penalty: 4614.564453 Iteration 85Q: 3 clusters Score -1950005 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -1950004.125000 Penalty: 4614.564453 Iteration 86Q: 3 clusters Score -1950004 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -1950006.750000 Penalty: 4614.564453 Iteration 87Q: 3 clusters Score -1950007 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -1950011.250000 Penalty: 4614.564453 Iteration 88Q: 3 clusters Score -1950011 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -1950010.625000 Penalty: 4614.564453 Iteration 89Q: 3 clusters Score -1950011 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -1950009.750000 Penalty: 4614.564453 Iteration 90Q: 3 clusters Score -1950010 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1950012.625000 Penalty: 4614.564453 Iteration 91Q: 3 clusters Score -1950013 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -1950018.000000 Penalty: 4614.564453 Iteration 92Q: 3 clusters Score -1950018 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -1950018.625000 Penalty: 4614.564453 Iteration 93Q: 3 clusters Score -1950019 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -1950022.000000 Penalty: 4614.564453 Iteration 94Q: 3 clusters Score -1950022 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -1950029.750000 Penalty: 4614.564453 Iteration 95Q: 3 clusters Score -1950030 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -1950027.875000 Penalty: 4614.564453 Iteration 96Q: 3 clusters Score -1950028 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -1950029.000000 Penalty: 4614.564453 Iteration 97Q: 3 clusters Score -1950029 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -1950029.875000 Penalty: 4614.564453 Iteration 98Q: 3 clusters Score -1950030 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1950035.750000 Penalty: 4614.564453 Iteration 99Q: 3 clusters Score -1950036 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1950044.875000 Penalty: 4614.564453 Iteration 100F: 3 clusters Score -1950045 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1950048.125000 Penalty: 4614.564453 Iteration 101Q: 3 clusters Score -1950048 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1950054.625000 Penalty: 4614.564453 Iteration 102Q: 3 clusters Score -1950055 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1950061.000000 Penalty: 4614.564453 Iteration 103Q: 3 clusters Score -1950061 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1950055.125000 Penalty: 4614.564453 Iteration 104Q: 3 clusters Score -1950055 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1950061.500000 Penalty: 4614.564453 Iteration 105Q: 3 clusters Score -1950062 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -1950064.375000 Penalty: 4614.564453 Iteration 106Q: 3 clusters Score -1950064 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -1950068.750000 Penalty: 4614.564453 Iteration 107Q: 3 clusters Score -1950069 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6882 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -1950073.625000 Penalty: 4614.564453 Iteration 108Q: 3 clusters Score -1950074 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -1950078.750000 Penalty: 4614.564453 Iteration 109Q: 3 clusters Score -1950079 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -1950088.125000 Penalty: 4614.564453 Iteration 110Q: 3 clusters Score -1950088 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -1950095.000000 Penalty: 4614.564453 Iteration 111Q: 3 clusters Score -1950095 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1950103.625000 Penalty: 4614.564453 Iteration 112Q: 3 clusters Score -1950104 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -1950108.750000 Penalty: 4614.564453 Iteration 113Q: 3 clusters Score -1950109 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -1950112.750000 Penalty: 4614.564453 Iteration 114Q: 3 clusters Score -1950113 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1950125.500000 Penalty: 4614.564453 Iteration 115Q: 3 clusters Score -1950126 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -1950129.000000 Penalty: 4614.564453 Iteration 116Q: 3 clusters Score -1950129 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1950131.500000 Penalty: 4614.564453 Iteration 117Q: 3 clusters Score -1950132 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1950140.750000 Penalty: 4614.564453 Iteration 118Q: 3 clusters Score -1950141 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -1950149.500000 Penalty: 4614.564453 Iteration 119Q: 3 clusters Score -1950150 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -1950151.125000 Penalty: 4614.564453 Iteration 120F: 3 clusters Score -1950151 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1950156.250000 Penalty: 4614.564453 Iteration 121Q: 3 clusters Score -1950156 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -1950159.250000 Penalty: 4614.564453 Iteration 122Q: 3 clusters Score -1950159 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -1950159.375000 Penalty: 4614.564453 Iteration 123Q: 3 clusters Score -1950159 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7256 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -1950157.875000 Penalty: 4614.564453 Iteration 124Q: 3 clusters Score -1950158 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1950163.000000 Penalty: 4614.564453 Iteration 125Q: 3 clusters Score -1950163 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -1950164.875000 Penalty: 4614.564453 Iteration 126Q: 3 clusters Score -1950165 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -1950167.625000 Penalty: 4614.564453 Iteration 127Q: 3 clusters Score -1950168 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1950166.500000 Penalty: 4614.564453 Iteration 128Q: 3 clusters Score -1950166 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7311 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -1950164.875000 Penalty: 4614.564453 Iteration 129Q: 3 clusters Score -1950165 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -1950167.625000 Penalty: 4614.564453 Iteration 130Q: 3 clusters Score -1950168 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1950170.125000 Penalty: 4614.564453 Iteration 131Q: 3 clusters Score -1950170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -1950170.375000 Penalty: 4614.564453 Iteration 132Q: 3 clusters Score -1950170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -1950169.000000 Penalty: 4614.564453 Iteration 133Q: 3 clusters Score -1950169 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -1950169.250000 Penalty: 4614.564453 Iteration 134Q: 3 clusters Score -1950169 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7323 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -1950170.750000 Penalty: 4614.564453 Iteration 135Q: 3 clusters Score -1950171 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1950169.500000 Penalty: 4614.564453 Iteration 136Q: 3 clusters Score -1950170 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1950170.500000 Penalty: 4614.564453 Iteration 137Q: 3 clusters Score -1950170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -1950172.000000 Penalty: 4614.564453 Iteration 138Q: 3 clusters Score -1950172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -1950170.375000 Penalty: 4614.564453 Iteration 139Q: 3 clusters Score -1950170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1950170.125000 Penalty: 4614.564453 Iteration 140F: 3 clusters Score -1950170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -1950170.375000 Penalty: 4614.564453 Iteration 141Q: 3 clusters Score -1950170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -1950169.250000 Penalty: 4614.564453 Iteration 142Q: 3 clusters Score -1950169 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -1950170.250000 Penalty: 4614.564453 Iteration 143Q: 3 clusters Score -1950170 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -1950170.875000 Penalty: 4614.564453 Iteration 144Q: 3 clusters Score -1950171 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -1950172.250000 Penalty: 4614.564453 Iteration 145Q: 3 clusters Score -1950172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -1950171.375000 Penalty: 4614.564453 Iteration 146Q: 3 clusters Score -1950171 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -1950174.000000 Penalty: 4614.564453 Iteration 147Q: 3 clusters Score -1950174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -1950171.500000 Penalty: 4614.564453 Iteration 148Q: 3 clusters Score -1950172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -1950172.250000 Penalty: 4614.564453 Iteration 149Q: 3 clusters Score -1950172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1950171.250000 Penalty: 4614.564453 Iteration 150Q: 3 clusters Score -1950171 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1950171.250000 Penalty: 4614.564453 Iteration 151F: 3 clusters Score -1950171 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Entering Unmasked Estep Score: -82533.500000 Penalty: 1564.859741 Iteration 0F: 2 clusters Score -82533.5 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 279 members Entering Unmasked Estep Score: -80969.585938 Penalty: 3129.719482 Iteration 0F: 3 clusters Score -80969.59 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -81177.820312 Penalty: 3129.719482 Iteration 1F: 3 clusters Score -81177.82 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -81237.250000 Penalty: 3129.719482 Iteration 2F: 3 clusters Score -81237.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -81264.570312 Penalty: 3129.719482 Iteration 3Q: 3 clusters Score -81264.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -81280.671875 Penalty: 3129.719482 Iteration 4Q: 3 clusters Score -81280.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -81286.062500 Penalty: 3129.719482 Iteration 5Q: 3 clusters Score -81286.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -81292.296875 Penalty: 3129.719482 Iteration 6Q: 3 clusters Score -81292.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -81297.578125 Penalty: 3129.719482 Iteration 7Q: 3 clusters Score -81297.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -81306.015625 Penalty: 3129.719482 Iteration 8Q: 3 clusters Score -81306.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -81312.031250 Penalty: 3129.719482 Iteration 9Q: 3 clusters Score -81312.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -81319.476562 Penalty: 3129.719482 Iteration 10Q: 3 clusters Score -81319.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -81324.507812 Penalty: 3129.719482 Iteration 11Q: 3 clusters Score -81324.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -81329.640625 Penalty: 3129.719482 Iteration 12Q: 3 clusters Score -81329.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -81331.859375 Penalty: 3129.719482 Iteration 13Q: 3 clusters Score -81331.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -81339.476562 Penalty: 3129.719482 Iteration 14Q: 3 clusters Score -81339.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -81344.414062 Penalty: 3129.719482 Iteration 15Q: 3 clusters Score -81344.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -81350.468750 Penalty: 3129.719482 Iteration 16Q: 3 clusters Score -81350.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -81350.468750 Penalty: 3129.719482 Iteration 17F: 3 clusters Score -81350.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Entering Unmasked Estep Score: -51653.171875 Penalty: 1429.767334 Iteration 0F: 2 clusters Score -51653.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -50624.386719 Penalty: 2859.534668 Iteration 0F: 3 clusters Score -50624.39 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -50964.183594 Penalty: 2859.534668 Iteration 1F: 3 clusters Score -50964.18 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -51171.335938 Penalty: 2859.534668 Iteration 2F: 3 clusters Score -51171.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -51298.679688 Penalty: 2859.534668 Iteration 3Q: 3 clusters Score -51298.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -51388.218750 Penalty: 2859.534668 Iteration 4Q: 3 clusters Score -51388.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -51471.042969 Penalty: 2859.534668 Iteration 5Q: 3 clusters Score -51471.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -51548.761719 Penalty: 2859.534668 Iteration 6Q: 3 clusters Score -51548.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -51576.957031 Penalty: 2859.534668 Iteration 7Q: 3 clusters Score -51576.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -51580.968750 Penalty: 2859.534668 Iteration 8F: 3 clusters Score -51580.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -51606.050781 Penalty: 2859.534668 Iteration 9Q: 3 clusters Score -51606.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -51668.500000 Penalty: 2859.534668 Iteration 10Q: 3 clusters Score -51668.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -51679.281250 Penalty: 2859.534668 Iteration 11Q: 3 clusters Score -51679.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -51679.281250 Penalty: 2859.534668 Iteration 12F: 3 clusters Score -51679.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 751 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6657 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 6357 members Mstep: Class 10 contains 367 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 11365 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2386 members Mstep: Class 20 contains 344 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 203 members Mstep: Class 24 contains 6754 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 1056 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3762 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5805 members Mstep: Class 33 contains 433 members Mstep: Class 34 contains 1704 members Mstep: Class 35 contains 4030 members Mstep: Class 36 contains 294 members Mstep: Class 37 contains 116 members Entering Unmasked Estep Score: -15652176.000000 Penalty: 105018.632812 Splitting cluster 23 changes total score from -15648060.000000 to -15652176.000000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 24 (6754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Entering Unmasked Estep Score: -1178824.000000 Penalty: 2186.836670 Iteration 0F: 2 clusters Score -1178824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -1173169.375000 Penalty: 4373.673340 Iteration 0F: 3 clusters Score -1173169 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1174909.750000 Penalty: 4373.673340 Iteration 1F: 3 clusters Score -1174910 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1175529.500000 Penalty: 4373.673340 Iteration 2F: 3 clusters Score -1175530 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1176206.625000 Penalty: 4373.673340 Iteration 3F: 3 clusters Score -1176207 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -1177048.500000 Penalty: 4373.673340 Iteration 4F: 3 clusters Score -1177048 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -1177716.625000 Penalty: 4373.673340 Iteration 5F: 3 clusters Score -1177717 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1178373.375000 Penalty: 4373.673340 Iteration 6F: 3 clusters Score -1178373 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1179188.625000 Penalty: 4373.673340 Iteration 7F: 3 clusters Score -1179189 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -1180143.500000 Penalty: 4373.673340 Iteration 8F: 3 clusters Score -1180144 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1181183.875000 Penalty: 4373.673340 Iteration 9F: 3 clusters Score -1181184 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -1181910.750000 Penalty: 4373.673340 Iteration 10Q: 3 clusters Score -1181911 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1182102.000000 Penalty: 4373.673340 Iteration 11Q: 3 clusters Score -1182102 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -1182270.125000 Penalty: 4373.673340 Iteration 12Q: 3 clusters Score -1182270 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1182554.375000 Penalty: 4373.673340 Iteration 13Q: 3 clusters Score -1182554 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -1182722.000000 Penalty: 4373.673340 Iteration 14Q: 3 clusters Score -1182722 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1182742.375000 Penalty: 4373.673340 Iteration 15Q: 3 clusters Score -1182742 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -1182749.375000 Penalty: 4373.673340 Iteration 16Q: 3 clusters Score -1182749 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1182748.750000 Penalty: 4373.673340 Iteration 17Q: 3 clusters Score -1182749 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1182748.750000 Penalty: 4373.673340 Iteration 18F: 3 clusters Score -1182749 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 751 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6657 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 6357 members Mstep: Class 10 contains 367 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 11365 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2386 members Mstep: Class 20 contains 344 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 203 members Mstep: Class 24 contains 3660 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 1056 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 3762 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5805 members Mstep: Class 33 contains 433 members Mstep: Class 34 contains 1704 members Mstep: Class 35 contains 4030 members Mstep: Class 36 contains 294 members Mstep: Class 37 contains 116 members Mstep: Class 38 contains 3094 members Entering Unmasked Estep Score: -15655461.000000 Penalty: 107856.976562 Splitting cluster 24 changes total score from -15648060.000000 to -15655461.000000 So it's getting split into cluster 38. Entering ConstructFrom: Trying to split cluster 25 (1889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Entering Unmasked Estep Score: -312059.250000 Penalty: 1870.863037 Iteration 0F: 2 clusters Score -312059.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -309559.062500 Penalty: 3741.726074 Iteration 0F: 3 clusters Score -309559.1 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -310088.093750 Penalty: 3741.726074 Iteration 1F: 3 clusters Score -310088.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -310243.156250 Penalty: 3741.726074 Iteration 2F: 3 clusters Score -310243.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -310350.781250 Penalty: 3741.726074 Iteration 3Q: 3 clusters Score -310350.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -310426.312500 Penalty: 3741.726074 Iteration 4Q: 3 clusters Score -310426.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -310537.468750 Penalty: 3741.726074 Iteration 5Q: 3 clusters Score -310537.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -310685.718750 Penalty: 3741.726074 Iteration 6F: 3 clusters Score -310685.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -310827.656250 Penalty: 3741.726074 Iteration 7Q: 3 clusters Score -310827.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -311017.437500 Penalty: 3741.726074 Iteration 8F: 3 clusters Score -311017.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -311191.875000 Penalty: 3741.726074 Iteration 9Q: 3 clusters Score -311191.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -311288.781250 Penalty: 3741.726074 Iteration 10Q: 3 clusters Score -311288.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -311332.937500 Penalty: 3741.726074 Iteration 11Q: 3 clusters Score -311332.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -311361.312500 Penalty: 3741.726074 Iteration 12Q: 3 clusters Score -311361.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -311386.843750 Penalty: 3741.726074 Iteration 13Q: 3 clusters Score -311386.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -311409.093750 Penalty: 3741.726074 Iteration 14Q: 3 clusters Score -311409.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -311430.968750 Penalty: 3741.726074 Iteration 15Q: 3 clusters Score -311431 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -311438.562500 Penalty: 3741.726074 Iteration 16Q: 3 clusters Score -311438.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -311444.125000 Penalty: 3741.726074 Iteration 17Q: 3 clusters Score -311444.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -311445.656250 Penalty: 3741.726074 Iteration 18Q: 3 clusters Score -311445.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -311446.312500 Penalty: 3741.726074 Iteration 19F: 3 clusters Score -311446.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -311450.437500 Penalty: 3741.726074 Iteration 20F: 3 clusters Score -311450.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -311452.687500 Penalty: 3741.726074 Iteration 21Q: 3 clusters Score -311452.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -311452.687500 Penalty: 3741.726074 Iteration 22F: 3 clusters Score -311452.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1451 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Entering Unmasked Estep Score: -228364.812500 Penalty: 1805.442017 Iteration 0F: 2 clusters Score -228364.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -226192.906250 Penalty: 3610.884033 Iteration 0F: 3 clusters Score -226192.9 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -226657.109375 Penalty: 3610.884033 Iteration 1F: 3 clusters Score -226657.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -226807.843750 Penalty: 3610.884033 Iteration 2F: 3 clusters Score -226807.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -226904.875000 Penalty: 3610.884033 Iteration 3F: 3 clusters Score -226904.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -226957.703125 Penalty: 3610.884033 Iteration 4Q: 3 clusters Score -226957.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -227002.687500 Penalty: 3610.884033 Iteration 5Q: 3 clusters Score -227002.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -227050.531250 Penalty: 3610.884033 Iteration 6Q: 3 clusters Score -227050.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -227101.437500 Penalty: 3610.884033 Iteration 7Q: 3 clusters Score -227101.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -227173.109375 Penalty: 3610.884033 Iteration 8Q: 3 clusters Score -227173.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -227334.281250 Penalty: 3610.884033 Iteration 9Q: 3 clusters Score -227334.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -227539.734375 Penalty: 3610.884033 Iteration 10Q: 3 clusters Score -227539.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -227721.343750 Penalty: 3610.884033 Iteration 11Q: 3 clusters Score -227721.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -227840.531250 Penalty: 3610.884033 Iteration 12Q: 3 clusters Score -227840.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -227900.703125 Penalty: 3610.884033 Iteration 13Q: 3 clusters Score -227900.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -227956.984375 Penalty: 3610.884033 Iteration 14Q: 3 clusters Score -227957 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -227987.515625 Penalty: 3610.884033 Iteration 15Q: 3 clusters Score -227987.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -228019.640625 Penalty: 3610.884033 Iteration 16Q: 3 clusters Score -228019.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -228034.546875 Penalty: 3610.884033 Iteration 17Q: 3 clusters Score -228034.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -228046.359375 Penalty: 3610.884033 Iteration 18Q: 3 clusters Score -228046.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -228055.390625 Penalty: 3610.884033 Iteration 19Q: 3 clusters Score -228055.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -228061.812500 Penalty: 3610.884033 Iteration 20F: 3 clusters Score -228061.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -228066.218750 Penalty: 3610.884033 Iteration 21Q: 3 clusters Score -228066.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -228066.218750 Penalty: 3610.884033 Iteration 22F: 3 clusters Score -228066.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (1056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Entering Unmasked Estep Score: -167869.687500 Penalty: 1726.636353 Iteration 0F: 2 clusters Score -167869.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -165921.265625 Penalty: 3453.272705 Iteration 0F: 3 clusters Score -165921.3 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -166264.218750 Penalty: 3453.272705 Iteration 1F: 3 clusters Score -166264.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -166385.078125 Penalty: 3453.272705 Iteration 2F: 3 clusters Score -166385.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -166435.359375 Penalty: 3453.272705 Iteration 3Q: 3 clusters Score -166435.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -166469.593750 Penalty: 3453.272705 Iteration 4Q: 3 clusters Score -166469.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -166489.703125 Penalty: 3453.272705 Iteration 5Q: 3 clusters Score -166489.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -166502.062500 Penalty: 3453.272705 Iteration 6Q: 3 clusters Score -166502.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -166505.906250 Penalty: 3453.272705 Iteration 7Q: 3 clusters Score -166505.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -166508.156250 Penalty: 3453.272705 Iteration 8Q: 3 clusters Score -166508.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -166508.156250 Penalty: 3453.272705 Iteration 9F: 3 clusters Score -166508.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (233 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Entering Unmasked Estep Score: -33237.996094 Penalty: 1351.857544 Iteration 0F: 2 clusters Score -33238 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 123 members Entering Unmasked Estep Score: -32183.281250 Penalty: 2703.715088 Iteration 0F: 3 clusters Score -32183.28 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -32283.300781 Penalty: 2703.715088 Iteration 1F: 3 clusters Score -32283.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -32326.740234 Penalty: 2703.715088 Iteration 2Q: 3 clusters Score -32326.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -32334.958984 Penalty: 2703.715088 Iteration 3Q: 3 clusters Score -32334.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -32336.558594 Penalty: 2703.715088 Iteration 4Q: 3 clusters Score -32336.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -32336.558594 Penalty: 2703.715088 Iteration 5F: 3 clusters Score -32336.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (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: -187502.609375 Penalty: 1739.451050 Iteration 0F: 2 clusters Score -187502.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -185508.406250 Penalty: 3478.902100 Iteration 0F: 3 clusters Score -185508.4 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -185898.625000 Penalty: 3478.902100 Iteration 1F: 3 clusters Score -185898.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -186062.828125 Penalty: 3478.902100 Iteration 2F: 3 clusters Score -186062.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -186168.953125 Penalty: 3478.902100 Iteration 3F: 3 clusters Score -186169 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -186222.578125 Penalty: 3478.902100 Iteration 4Q: 3 clusters Score -186222.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -186253.765625 Penalty: 3478.902100 Iteration 5Q: 3 clusters Score -186253.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -186265.000000 Penalty: 3478.902100 Iteration 6Q: 3 clusters Score -186265 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -186272.484375 Penalty: 3478.902100 Iteration 7Q: 3 clusters Score -186272.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -186284.250000 Penalty: 3478.902100 Iteration 8Q: 3 clusters Score -186284.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -186297.828125 Penalty: 3478.902100 Iteration 9Q: 3 clusters Score -186297.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -186303.625000 Penalty: 3478.902100 Iteration 10Q: 3 clusters Score -186303.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -186309.656250 Penalty: 3478.902100 Iteration 11Q: 3 clusters Score -186309.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -186317.515625 Penalty: 3478.902100 Iteration 12Q: 3 clusters Score -186317.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -186320.000000 Penalty: 3478.902100 Iteration 13Q: 3 clusters Score -186320 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -186320.625000 Penalty: 3478.902100 Iteration 14Q: 3 clusters Score -186320.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -186320.625000 Penalty: 3478.902100 Iteration 15F: 3 clusters Score -186320.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (3762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Entering Unmasked Estep Score: -628878.625000 Penalty: 2041.711060 Iteration 0F: 2 clusters Score -628878.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -625188.750000 Penalty: 4083.422119 Iteration 0F: 3 clusters Score -625188.8 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -626814.937500 Penalty: 4083.422119 Iteration 1F: 3 clusters Score -626814.9 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -628393.000000 Penalty: 4083.422119 Iteration 2F: 3 clusters Score -628393 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -630093.687500 Penalty: 4083.422119 Iteration 3F: 3 clusters Score -630093.7 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -630825.312500 Penalty: 4083.422119 Iteration 4F: 3 clusters Score -630825.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -631224.687500 Penalty: 4083.422119 Iteration 5F: 3 clusters Score -631224.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -631445.375000 Penalty: 4083.422119 Iteration 6Q: 3 clusters Score -631445.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -631503.375000 Penalty: 4083.422119 Iteration 7Q: 3 clusters Score -631503.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -631528.562500 Penalty: 4083.422119 Iteration 8Q: 3 clusters Score -631528.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -631547.750000 Penalty: 4083.422119 Iteration 9Q: 3 clusters Score -631547.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -631564.375000 Penalty: 4083.422119 Iteration 10Q: 3 clusters Score -631564.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -631573.000000 Penalty: 4083.422119 Iteration 11Q: 3 clusters Score -631573 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -631582.312500 Penalty: 4083.422119 Iteration 12Q: 3 clusters Score -631582.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -631588.875000 Penalty: 4083.422119 Iteration 13Q: 3 clusters Score -631588.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -631599.375000 Penalty: 4083.422119 Iteration 14Q: 3 clusters Score -631599.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -631608.500000 Penalty: 4083.422119 Iteration 15Q: 3 clusters Score -631608.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -631615.437500 Penalty: 4083.422119 Iteration 16Q: 3 clusters Score -631615.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -631619.125000 Penalty: 4083.422119 Iteration 17Q: 3 clusters Score -631619.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -631621.187500 Penalty: 4083.422119 Iteration 18Q: 3 clusters Score -631621.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -631622.062500 Penalty: 4083.422119 Iteration 19Q: 3 clusters Score -631622.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -631624.125000 Penalty: 4083.422119 Iteration 20F: 3 clusters Score -631624.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -631623.375000 Penalty: 4083.422119 Iteration 21Q: 3 clusters Score -631623.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -631623.375000 Penalty: 4083.422119 Iteration 22F: 3 clusters Score -631623.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 751 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6657 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 6357 members Mstep: Class 10 contains 367 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 11365 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2386 members Mstep: Class 20 contains 344 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 203 members Mstep: Class 24 contains 3660 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 1056 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 1593 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5805 members Mstep: Class 33 contains 433 members Mstep: Class 34 contains 1704 members Mstep: Class 35 contains 4030 members Mstep: Class 36 contains 294 members Mstep: Class 37 contains 116 members Mstep: Class 38 contains 3094 members Mstep: Class 39 contains 2169 members Entering Unmasked Estep Score: -15657387.000000 Penalty: 110695.320312 Splitting cluster 30 changes total score from -15648060.000000 to -15657387.000000 So it's getting split into cluster 39. Entering ConstructFrom: Trying to split cluster 31 (150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Entering Unmasked Estep Score: -23941.230469 Penalty: 1242.637573 Iteration 0F: 2 clusters Score -23941.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -22969.058594 Penalty: 2485.275146 Iteration 0F: 3 clusters Score -22969.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -22992.494141 Penalty: 2485.275146 Iteration 1Q: 3 clusters Score -22992.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -22994.873047 Penalty: 2485.275146 Iteration 2Q: 3 clusters Score -22994.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -22994.873047 Penalty: 2485.275146 Iteration 3F: 3 clusters Score -22994.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 751 members Mstep: Class 3 contains 868 members Mstep: Class 4 contains 6657 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 14384 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 6357 members Mstep: Class 10 contains 367 members Mstep: Class 11 contains 605 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 236 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 723 members Mstep: Class 17 contains 11365 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2386 members Mstep: Class 20 contains 344 members Mstep: Class 21 contains 10977 members Mstep: Class 22 contains 550 members Mstep: Class 23 contains 203 members Mstep: Class 24 contains 3660 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 1056 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1112 members Mstep: Class 30 contains 1593 members Mstep: Class 31 contains 150 members Entering Unmasked Estep ConsiderDeletion Deleting Class 37. Lose 2166.596680 but Gain 2838.343750 Score: -15660385.000000 Penalty: 107856.976562 Iteration 79Q: 39 clusters Score -1.566038e+07 nChanged 2355 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 716 members Mstep: Class 3 contains 840 members Mstep: Class 4 contains 6581 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 14355 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 591 members Mstep: Class 9 contains 6429 members Mstep: Class 10 contains 424 members Mstep: Class 11 contains 596 members Mstep: Class 12 contains 2720 members Mstep: Class 13 contains 2249 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 712 members Mstep: Class 17 contains 11427 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2566 members Mstep: Class 20 contains 357 members Mstep: Class 21 contains 10886 members Mstep: Class 22 contains 551 members Mstep: Class 23 contains 271 members Mstep: Class 24 contains 4094 members Mstep: Class 25 contains 1925 members Mstep: Class 26 contains 1433 members Mstep: Class 27 contains 1059 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1104 members Mstep: Class 30 contains 1625 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5686 members Mstep: Class 33 contains 429 members Mstep: Class 34 contains 1708 members Mstep: Class 35 contains 3827 members Mstep: Class 36 contains 293 members Mstep: Class 38 contains 3020 members Mstep: Class 39 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -15663542.000000 Penalty: 107856.976562 Iteration 80F: 39 clusters Score -1.566354e+07 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 679 members Mstep: Class 3 contains 823 members Mstep: Class 4 contains 6525 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 14255 members Mstep: Class 7 contains 828 members Mstep: Class 8 contains 583 members Mstep: Class 9 contains 6361 members Mstep: Class 10 contains 452 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 2691 members Mstep: Class 13 contains 2248 members Mstep: Class 14 contains 239 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 712 members Mstep: Class 17 contains 11309 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2634 members Mstep: Class 20 contains 360 members Mstep: Class 21 contains 10678 members Mstep: Class 22 contains 552 members Mstep: Class 23 contains 284 members Mstep: Class 24 contains 4340 members Mstep: Class 25 contains 1946 members Mstep: Class 26 contains 1425 members Mstep: Class 27 contains 1064 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1103 members Mstep: Class 30 contains 1615 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5655 members Mstep: Class 33 contains 453 members Mstep: Class 34 contains 1715 members Mstep: Class 35 contains 4121 members Mstep: Class 36 contains 297 members Mstep: Class 38 contains 3013 members Mstep: Class 39 contains 2019 members Entering Unmasked Estep ConsiderDeletion Score: -15665123.000000 Penalty: 107856.976562 Iteration 81Q: 39 clusters Score -1.566512e+07 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 670 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 6483 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 14219 members Mstep: Class 7 contains 828 members Mstep: Class 8 contains 582 members Mstep: Class 9 contains 6297 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 590 members Mstep: Class 12 contains 2679 members Mstep: Class 13 contains 2245 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 11243 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2678 members Mstep: Class 20 contains 372 members Mstep: Class 21 contains 10545 members Mstep: Class 22 contains 552 members Mstep: Class 23 contains 285 members Mstep: Class 24 contains 4501 members Mstep: Class 25 contains 1948 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1068 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1104 members Mstep: Class 30 contains 1605 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5643 members Mstep: Class 33 contains 454 members Mstep: Class 34 contains 1719 members Mstep: Class 35 contains 4268 members Mstep: Class 36 contains 298 members Mstep: Class 38 contains 2999 members Mstep: Class 39 contains 2044 members Entering Unmasked Estep ConsiderDeletion Score: -15665774.000000 Penalty: 107856.976562 Iteration 82Q: 39 clusters Score -1.566577e+07 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 681 members Mstep: Class 3 contains 802 members Mstep: Class 4 contains 6459 members Mstep: Class 5 contains 358 members Mstep: Class 6 contains 14200 members Mstep: Class 7 contains 828 members Mstep: Class 8 contains 580 members Mstep: Class 9 contains 6239 members Mstep: Class 10 contains 487 members Mstep: Class 11 contains 584 members Mstep: Class 12 contains 2661 members Mstep: Class 13 contains 2251 members Mstep: Class 14 contains 232 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 710 members Mstep: Class 17 contains 11202 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2690 members Mstep: Class 20 contains 378 members Mstep: Class 21 contains 10450 members Mstep: Class 22 contains 553 members Mstep: Class 23 contains 291 members Mstep: Class 24 contains 4614 members Mstep: Class 25 contains 1965 members Mstep: Class 26 contains 1419 members Mstep: Class 27 contains 1071 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1600 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5655 members Mstep: Class 33 contains 456 members Mstep: Class 34 contains 1720 members Mstep: Class 35 contains 4347 members Mstep: Class 36 contains 301 members Mstep: Class 38 contains 2988 members Mstep: Class 39 contains 2062 members Entering Unmasked Estep ConsiderDeletion Score: -15666038.000000 Penalty: 107856.976562 Iteration 83Q: 39 clusters Score -1.566604e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 691 members Mstep: Class 3 contains 789 members Mstep: Class 4 contains 6448 members Mstep: Class 5 contains 358 members Mstep: Class 6 contains 14176 members Mstep: Class 7 contains 828 members Mstep: Class 8 contains 579 members Mstep: Class 9 contains 6206 members Mstep: Class 10 contains 500 members Mstep: Class 11 contains 584 members Mstep: Class 12 contains 2648 members Mstep: Class 13 contains 2254 members Mstep: Class 14 contains 230 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 710 members Mstep: Class 17 contains 11158 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2693 members Mstep: Class 20 contains 382 members Mstep: Class 21 contains 10379 members Mstep: Class 22 contains 554 members Mstep: Class 23 contains 292 members Mstep: Class 24 contains 4705 members Mstep: Class 25 contains 1972 members Mstep: Class 26 contains 1424 members Mstep: Class 27 contains 1072 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1106 members Mstep: Class 30 contains 1596 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5655 members Mstep: Class 33 contains 456 members Mstep: Class 34 contains 1721 members Mstep: Class 35 contains 4404 members Mstep: Class 36 contains 299 members Mstep: Class 38 contains 2982 members Mstep: Class 39 contains 2088 members Entering Unmasked Estep ConsiderDeletion Score: -15666361.000000 Penalty: 107856.976562 Iteration 84Q: 39 clusters Score -1.566636e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 701 members Mstep: Class 3 contains 782 members Mstep: Class 4 contains 6425 members Mstep: Class 5 contains 358 members Mstep: Class 6 contains 14172 members Mstep: Class 7 contains 828 members Mstep: Class 8 contains 576 members Mstep: Class 9 contains 6171 members Mstep: Class 10 contains 512 members Mstep: Class 11 contains 584 members Mstep: Class 12 contains 2646 members Mstep: Class 13 contains 2255 members Mstep: Class 14 contains 230 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 712 members Mstep: Class 17 contains 11119 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2701 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 10321 members Mstep: Class 22 contains 554 members Mstep: Class 23 contains 293 members Mstep: Class 24 contains 4777 members Mstep: Class 25 contains 1971 members Mstep: Class 26 contains 1421 members Mstep: Class 27 contains 1073 members Mstep: Class 28 contains 233 members Mstep: Class 29 contains 1106 members Mstep: Class 30 contains 1594 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5656 members Mstep: Class 33 contains 456 members Mstep: Class 34 contains 1722 members Mstep: Class 35 contains 4446 members Mstep: Class 36 contains 299 members Mstep: Class 38 contains 2977 members Mstep: Class 39 contains 2116 members Entering Unmasked Estep ConsiderDeletion Score: -15666563.000000 Penalty: 107856.976562 Iteration 85Q: 39 clusters Score -1.566656e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 709 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6414 members Mstep: Class 5 contains 358 members Mstep: Class 6 contains 14162 members Mstep: Class 7 contains 828 members Mstep: Class 8 contains 577 members Mstep: Class 9 contains 6147 members Mstep: Class 10 contains 523 members Mstep: Class 11 contains 583 members Mstep: Class 12 contains 2647 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 230 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 711 members Mstep: Class 17 contains 11087 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2707 members Mstep: Class 20 contains 387 members Mstep: Class 21 contains 10268 members Mstep: Class 22 contains 554 members Mstep: Class 23 contains 293 members Mstep: Class 24 contains 4833 members Mstep: Class 25 contains 1962 members Mstep: Class 26 contains 1422 members Mstep: Class 27 contains 1073 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1106 members Mstep: Class 30 contains 1589 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5664 members Mstep: Class 33 contains 455 members Mstep: Class 34 contains 1723 members Mstep: Class 35 contains 4487 members Mstep: Class 36 contains 298 members Mstep: Class 38 contains 2973 members Mstep: Class 39 contains 2134 members Entering Unmasked Estep ConsiderDeletion Score: -15666800.000000 Penalty: 107856.976562 Iteration 86Q: 39 clusters Score -1.56668e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 718 members Mstep: Class 3 contains 773 members Mstep: Class 4 contains 6402 members Mstep: Class 5 contains 357 members Mstep: Class 6 contains 14157 members Mstep: Class 7 contains 828 members Mstep: Class 8 contains 576 members Mstep: Class 9 contains 6122 members Mstep: Class 10 contains 536 members Mstep: Class 11 contains 582 members Mstep: Class 12 contains 2645 members Mstep: Class 13 contains 2259 members Mstep: Class 14 contains 230 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 712 members Mstep: Class 17 contains 11050 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2708 members Mstep: Class 20 contains 388 members Mstep: Class 21 contains 10230 members Mstep: Class 22 contains 554 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 4878 members Mstep: Class 25 contains 1964 members Mstep: Class 26 contains 1421 members Mstep: Class 27 contains 1072 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1106 members Mstep: Class 30 contains 1589 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5679 members Mstep: Class 33 contains 451 members Mstep: Class 34 contains 1726 members Mstep: Class 35 contains 4514 members Mstep: Class 36 contains 297 members Mstep: Class 38 contains 2967 members Mstep: Class 39 contains 2152 members Entering Unmasked Estep ConsiderDeletion Score: -15666943.000000 Penalty: 107856.976562 Iteration 87Q: 39 clusters Score -1.566694e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 721 members Mstep: Class 3 contains 770 members Mstep: Class 4 contains 6400 members Mstep: Class 5 contains 357 members Mstep: Class 6 contains 14149 members Mstep: Class 7 contains 828 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 6105 members Mstep: Class 10 contains 545 members Mstep: Class 11 contains 582 members Mstep: Class 12 contains 2643 members Mstep: Class 13 contains 2259 members Mstep: Class 14 contains 230 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 714 members Mstep: Class 17 contains 11025 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2707 members Mstep: Class 20 contains 386 members Mstep: Class 21 contains 10193 members Mstep: Class 22 contains 554 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 4918 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1073 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1589 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5684 members Mstep: Class 33 contains 448 members Mstep: Class 34 contains 1727 members Mstep: Class 35 contains 4543 members Mstep: Class 36 contains 298 members Mstep: Class 38 contains 2962 members Mstep: Class 39 contains 2168 members Entering Unmasked Estep ConsiderDeletion Score: -15667075.000000 Penalty: 107856.976562 Iteration 88Q: 39 clusters Score -1.566708e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 721 members Mstep: Class 3 contains 769 members Mstep: Class 4 contains 6396 members Mstep: Class 5 contains 355 members Mstep: Class 6 contains 14147 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6089 members Mstep: Class 10 contains 551 members Mstep: Class 11 contains 583 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2260 members Mstep: Class 14 contains 230 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 714 members Mstep: Class 17 contains 11008 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2710 members Mstep: Class 20 contains 387 members Mstep: Class 21 contains 10165 members Mstep: Class 22 contains 555 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 4945 members Mstep: Class 25 contains 1960 members Mstep: Class 26 contains 1421 members Mstep: Class 27 contains 1075 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1588 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5689 members Mstep: Class 33 contains 446 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4567 members Mstep: Class 36 contains 299 members Mstep: Class 38 contains 2959 members Mstep: Class 39 contains 2175 members Entering Unmasked Estep ConsiderDeletion Score: -15667149.000000 Penalty: 107856.976562 Iteration 89Q: 39 clusters Score -1.566715e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 723 members Mstep: Class 3 contains 769 members Mstep: Class 4 contains 6390 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14144 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6073 members Mstep: Class 10 contains 553 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2260 members Mstep: Class 14 contains 229 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 714 members Mstep: Class 17 contains 11002 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 2710 members Mstep: Class 20 contains 388 members Mstep: Class 21 contains 10153 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 4962 members Mstep: Class 25 contains 1959 members Mstep: Class 26 contains 1422 members Mstep: Class 27 contains 1076 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1588 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5694 members Mstep: Class 33 contains 446 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4577 members Mstep: Class 36 contains 299 members Mstep: Class 38 contains 2959 members Mstep: Class 39 contains 2179 members Entering Unmasked Estep ConsiderDeletion Score: -15667182.000000 Penalty: 107856.976562 Iteration 90Q: 39 clusters Score -1.566718e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 726 members Mstep: Class 3 contains 771 members Mstep: Class 4 contains 6384 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 14143 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6062 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2641 members Mstep: Class 13 contains 2258 members Mstep: Class 14 contains 228 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10995 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2708 members Mstep: Class 20 contains 391 members Mstep: Class 21 contains 10142 members Mstep: Class 22 contains 557 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 4971 members Mstep: Class 25 contains 1966 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1076 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1588 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5695 members Mstep: Class 33 contains 442 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4592 members Mstep: Class 36 contains 297 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2186 members Entering Unmasked Estep ConsiderDeletion Score: -15667263.000000 Penalty: 107856.976562 Iteration 91Q: 39 clusters Score -1.566726e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 729 members Mstep: Class 3 contains 770 members Mstep: Class 4 contains 6384 members Mstep: Class 5 contains 355 members Mstep: Class 6 contains 14141 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6055 members Mstep: Class 10 contains 563 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2642 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10991 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2710 members Mstep: Class 20 contains 393 members Mstep: Class 21 contains 10134 members Mstep: Class 22 contains 558 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 4980 members Mstep: Class 25 contains 1966 members Mstep: Class 26 contains 1422 members Mstep: Class 27 contains 1076 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1588 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5695 members Mstep: Class 33 contains 442 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4597 members Mstep: Class 36 contains 293 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2186 members Entering Unmasked Estep ConsiderDeletion Score: -15667296.000000 Penalty: 107856.976562 Iteration 92Q: 39 clusters Score -1.56673e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 731 members Mstep: Class 3 contains 772 members Mstep: Class 4 contains 6384 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14138 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6045 members Mstep: Class 10 contains 565 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2642 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10981 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2709 members Mstep: Class 20 contains 395 members Mstep: Class 21 contains 10128 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 4993 members Mstep: Class 25 contains 1965 members Mstep: Class 26 contains 1420 members Mstep: Class 27 contains 1076 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1587 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5700 members Mstep: Class 33 contains 441 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4598 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2197 members Entering Unmasked Estep ConsiderDeletion Score: -15667345.000000 Penalty: 107856.976562 Iteration 93Q: 39 clusters Score -1.566734e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 731 members Mstep: Class 3 contains 773 members Mstep: Class 4 contains 6382 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14137 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6041 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2642 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10974 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2712 members Mstep: Class 20 contains 395 members Mstep: Class 21 contains 10117 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5006 members Mstep: Class 25 contains 1965 members Mstep: Class 26 contains 1419 members Mstep: Class 27 contains 1076 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5698 members Mstep: Class 33 contains 441 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4601 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2958 members Mstep: Class 39 contains 2204 members Entering Unmasked Estep ConsiderDeletion Score: -15667347.000000 Penalty: 107856.976562 Iteration 94Q: 39 clusters Score -1.566735e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 731 members Mstep: Class 3 contains 773 members Mstep: Class 4 contains 6383 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14134 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6035 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2642 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10971 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2714 members Mstep: Class 20 contains 395 members Mstep: Class 21 contains 10114 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5014 members Mstep: Class 25 contains 1964 members Mstep: Class 26 contains 1420 members Mstep: Class 27 contains 1076 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5699 members Mstep: Class 33 contains 441 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4603 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2958 members Mstep: Class 39 contains 2205 members Entering Unmasked Estep ConsiderDeletion Score: -15667372.000000 Penalty: 107856.976562 Iteration 95Q: 39 clusters Score -1.566737e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 731 members Mstep: Class 3 contains 775 members Mstep: Class 4 contains 6384 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14132 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6032 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2643 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10968 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2713 members Mstep: Class 20 contains 395 members Mstep: Class 21 contains 10104 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5019 members Mstep: Class 25 contains 1961 members Mstep: Class 26 contains 1421 members Mstep: Class 27 contains 1076 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5700 members Mstep: Class 33 contains 441 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4612 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2958 members Mstep: Class 39 contains 2207 members Entering Unmasked Estep ConsiderDeletion Score: -15667373.000000 Penalty: 107856.976562 Iteration 96Q: 39 clusters Score -1.566737e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 731 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6385 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14131 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6028 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10962 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2713 members Mstep: Class 20 contains 395 members Mstep: Class 21 contains 10093 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5027 members Mstep: Class 25 contains 1959 members Mstep: Class 26 contains 1422 members Mstep: Class 27 contains 1076 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5700 members Mstep: Class 33 contains 441 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4620 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2958 members Mstep: Class 39 contains 2210 members Entering Unmasked Estep ConsiderDeletion Score: -15667409.000000 Penalty: 107856.976562 Iteration 97Q: 39 clusters Score -1.566741e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6387 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14130 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6025 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10955 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2712 members Mstep: Class 20 contains 395 members Mstep: Class 21 contains 10085 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5034 members Mstep: Class 25 contains 1956 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5702 members Mstep: Class 33 contains 441 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4628 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2958 members Mstep: Class 39 contains 2213 members Entering Unmasked Estep ConsiderDeletion Score: -15667399.000000 Penalty: 107856.976562 Iteration 98Q: 39 clusters Score -1.56674e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6387 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14129 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6021 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10949 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 395 members Mstep: Class 21 contains 10080 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5040 members Mstep: Class 25 contains 1959 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5704 members Mstep: Class 33 contains 441 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4632 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2958 members Mstep: Class 39 contains 2215 members Entering Unmasked Estep ConsiderDeletion Score: -15667396.000000 Penalty: 107856.976562 Iteration 99Q: 39 clusters Score -1.56674e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6387 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14131 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6017 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2642 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10949 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 395 members Mstep: Class 21 contains 10076 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5041 members Mstep: Class 25 contains 1961 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5708 members Mstep: Class 33 contains 441 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4632 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2958 members Mstep: Class 39 contains 2216 members Entering Unmasked Estep ConsiderDeletion Score: -15667529.000000 Penalty: 107856.976562 Iteration 100F: 39 clusters Score -1.566753e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6385 members Mstep: Class 5 contains 358 members Mstep: Class 6 contains 14133 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2643 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10947 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 397 members Mstep: Class 21 contains 10073 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5043 members Mstep: Class 25 contains 1961 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5710 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4634 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2216 members Entering Unmasked Estep ConsiderDeletion Score: -15667709.000000 Penalty: 107856.976562 Iteration 101Q: 39 clusters Score -1.566771e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6384 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14133 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10946 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 399 members Mstep: Class 21 contains 10070 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5046 members Mstep: Class 25 contains 1961 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5710 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4634 members Mstep: Class 36 contains 294 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2217 members Entering Unmasked Estep ConsiderDeletion Score: -15667752.000000 Penalty: 107856.976562 Iteration 102Q: 39 clusters Score -1.566775e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6385 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 14130 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10946 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 400 members Mstep: Class 21 contains 10069 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5049 members Mstep: Class 25 contains 1961 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5709 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4634 members Mstep: Class 36 contains 294 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2218 members Entering Unmasked Estep ConsiderDeletion Score: -15667759.000000 Penalty: 107856.976562 Iteration 103Q: 39 clusters Score -1.566776e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6385 members Mstep: Class 5 contains 352 members Mstep: Class 6 contains 14129 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6014 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10943 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 401 members Mstep: Class 21 contains 10068 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5054 members Mstep: Class 25 contains 1961 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5710 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4635 members Mstep: Class 36 contains 294 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2218 members Entering Unmasked Estep ConsiderDeletion Score: -15667768.000000 Penalty: 107856.976562 Iteration 104Q: 39 clusters Score -1.566777e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6384 members Mstep: Class 5 contains 351 members Mstep: Class 6 contains 14129 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 6011 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10942 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 402 members Mstep: Class 21 contains 10068 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5058 members Mstep: Class 25 contains 1961 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5712 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4634 members Mstep: Class 36 contains 294 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2218 members Entering Unmasked Estep ConsiderDeletion Score: -15667757.000000 Penalty: 107856.976562 Iteration 105Q: 39 clusters Score -1.566776e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6384 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 14129 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 6006 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10941 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 405 members Mstep: Class 21 contains 10067 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5062 members Mstep: Class 25 contains 1961 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5716 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4633 members Mstep: Class 36 contains 294 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2218 members Entering Unmasked Estep ConsiderDeletion Score: -15667781.000000 Penalty: 107856.976562 Iteration 106Q: 39 clusters Score -1.566778e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6384 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 14129 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 6002 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10940 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2710 members Mstep: Class 20 contains 406 members Mstep: Class 21 contains 10066 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5062 members Mstep: Class 25 contains 1961 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5719 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4637 members Mstep: Class 36 contains 294 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2218 members Entering Unmasked Estep ConsiderDeletion Score: -15667792.000000 Penalty: 107856.976562 Iteration 107Q: 39 clusters Score -1.566779e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6384 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 14129 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 5993 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10939 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2709 members Mstep: Class 20 contains 407 members Mstep: Class 21 contains 10066 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5064 members Mstep: Class 25 contains 1961 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5725 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4639 members Mstep: Class 36 contains 293 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2219 members Entering Unmasked Estep ConsiderDeletion Score: -15667785.000000 Penalty: 107856.976562 Iteration 108Q: 39 clusters Score -1.566778e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6383 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14129 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 570 members Mstep: Class 9 contains 5983 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10938 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2706 members Mstep: Class 20 contains 409 members Mstep: Class 21 contains 10066 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5064 members Mstep: Class 25 contains 1962 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5732 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4644 members Mstep: Class 36 contains 293 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2221 members Entering Unmasked Estep ConsiderDeletion Score: -15667813.000000 Penalty: 107856.976562 Iteration 109Q: 39 clusters Score -1.566781e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 731 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6386 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14129 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5971 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10937 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2704 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10064 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5064 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5740 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1729 members Mstep: Class 35 contains 4646 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2223 members Entering Unmasked Estep ConsiderDeletion Score: -15667792.000000 Penalty: 107856.976562 Iteration 110Q: 39 clusters Score -1.566779e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 734 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5962 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2643 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10937 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2702 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10064 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5065 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5746 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4647 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2225 members Entering Unmasked Estep ConsiderDeletion Score: -15667809.000000 Penalty: 107856.976562 Iteration 111Q: 39 clusters Score -1.566781e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5955 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10936 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2699 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10063 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5064 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5747 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4655 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2227 members Entering Unmasked Estep ConsiderDeletion Score: -15667801.000000 Penalty: 107856.976562 Iteration 112Q: 39 clusters Score -1.56678e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5948 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10935 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2699 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10062 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5065 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5749 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4659 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2956 members Mstep: Class 39 contains 2230 members Entering Unmasked Estep ConsiderDeletion Score: -15667804.000000 Penalty: 107856.976562 Iteration 113Q: 39 clusters Score -1.56678e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6389 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5941 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10934 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2700 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10061 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5065 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5753 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4660 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2231 members Entering Unmasked Estep ConsiderDeletion Score: -15667792.000000 Penalty: 107856.976562 Iteration 114Q: 39 clusters Score -1.566779e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6389 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5936 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10933 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2700 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10060 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5066 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5754 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4665 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2231 members Entering Unmasked Estep ConsiderDeletion Score: -15667792.000000 Penalty: 107856.976562 Iteration 115Q: 39 clusters Score -1.566779e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6389 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5933 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10932 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2700 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10059 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5068 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5755 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4667 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2231 members Entering Unmasked Estep ConsiderDeletion Score: -15667789.000000 Penalty: 107856.976562 Iteration 116Q: 39 clusters Score -1.566779e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6389 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5931 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10932 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2700 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10059 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5069 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5755 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4668 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2231 members Entering Unmasked Estep ConsiderDeletion Score: -15667784.000000 Penalty: 107856.976562 Iteration 117Q: 39 clusters Score -1.566778e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6389 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5929 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10932 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2701 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10059 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5069 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5756 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4668 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2231 members Entering Unmasked Estep ConsiderDeletion Score: -15667779.000000 Penalty: 107856.976562 Iteration 118Q: 39 clusters Score -1.566778e+07 nChanged 4 Entering ConstructFrom: Score: -15667779.000000 Penalty: 107856.976562 Entering ConstructFrom: Trying to split cluster 1 (356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Entering Unmasked Estep Score: -47843.628906 Penalty: 1456.982910 Iteration 0F: 2 clusters Score -47843.63 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 174 members Entering Unmasked Estep Score: -46547.726562 Penalty: 2913.965820 Iteration 0F: 3 clusters Score -46547.73 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -46721.929688 Penalty: 2913.965820 Iteration 1F: 3 clusters Score -46721.93 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -46768.957031 Penalty: 2913.965820 Iteration 2Q: 3 clusters Score -46768.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -46794.632812 Penalty: 2913.965820 Iteration 3Q: 3 clusters Score -46794.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -46808.312500 Penalty: 2913.965820 Iteration 4Q: 3 clusters Score -46808.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -46822.265625 Penalty: 2913.965820 Iteration 5Q: 3 clusters Score -46822.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -46838.175781 Penalty: 2913.965820 Iteration 6Q: 3 clusters Score -46838.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -46860.808594 Penalty: 2913.965820 Iteration 7Q: 3 clusters Score -46860.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -46905.871094 Penalty: 2913.965820 Iteration 8Q: 3 clusters Score -46905.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -46927.433594 Penalty: 2913.965820 Iteration 9Q: 3 clusters Score -46927.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -46942.742188 Penalty: 2913.965820 Iteration 10Q: 3 clusters Score -46942.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -46950.636719 Penalty: 2913.965820 Iteration 11Q: 3 clusters Score -46950.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -46972.320312 Penalty: 2913.965820 Iteration 12Q: 3 clusters Score -46972.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -46980.511719 Penalty: 2913.965820 Iteration 13Q: 3 clusters Score -46980.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -46983.511719 Penalty: 2913.965820 Iteration 14Q: 3 clusters Score -46983.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -46983.511719 Penalty: 2913.965820 Iteration 15F: 3 clusters Score -46983.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Entering Unmasked Estep Score: -113891.929688 Penalty: 1636.767944 Iteration 0F: 2 clusters Score -113891.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -112241.828125 Penalty: 3273.535889 Iteration 0F: 3 clusters Score -112241.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -112643.210938 Penalty: 3273.535889 Iteration 1F: 3 clusters Score -112643.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -112871.468750 Penalty: 3273.535889 Iteration 2F: 3 clusters Score -112871.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -113042.507812 Penalty: 3273.535889 Iteration 3F: 3 clusters Score -113042.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -113229.718750 Penalty: 3273.535889 Iteration 4F: 3 clusters Score -113229.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -113398.625000 Penalty: 3273.535889 Iteration 5F: 3 clusters Score -113398.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -113510.335938 Penalty: 3273.535889 Iteration 6Q: 3 clusters Score -113510.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -113600.867188 Penalty: 3273.535889 Iteration 7Q: 3 clusters Score -113600.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -113667.421875 Penalty: 3273.535889 Iteration 8Q: 3 clusters Score -113667.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -113733.156250 Penalty: 3273.535889 Iteration 9Q: 3 clusters Score -113733.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -113773.093750 Penalty: 3273.535889 Iteration 10Q: 3 clusters Score -113773.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -113809.601562 Penalty: 3273.535889 Iteration 11Q: 3 clusters Score -113809.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -113825.585938 Penalty: 3273.535889 Iteration 12Q: 3 clusters Score -113825.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -113828.648438 Penalty: 3273.535889 Iteration 13Q: 3 clusters Score -113828.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -113839.398438 Penalty: 3273.535889 Iteration 14Q: 3 clusters Score -113839.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -113844.156250 Penalty: 3273.535889 Iteration 15Q: 3 clusters Score -113844.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -113860.289062 Penalty: 3273.535889 Iteration 16Q: 3 clusters Score -113860.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -113867.773438 Penalty: 3273.535889 Iteration 17Q: 3 clusters Score -113867.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -113884.882812 Penalty: 3273.535889 Iteration 18Q: 3 clusters Score -113884.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -113890.304688 Penalty: 3273.535889 Iteration 19Q: 3 clusters Score -113890.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -113911.593750 Penalty: 3273.535889 Iteration 20F: 3 clusters Score -113911.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -113986.789062 Penalty: 3273.535889 Iteration 21Q: 3 clusters Score -113986.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -114125.664062 Penalty: 3273.535889 Iteration 22Q: 3 clusters Score -114125.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -114215.812500 Penalty: 3273.535889 Iteration 23Q: 3 clusters Score -114215.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -114232.812500 Penalty: 3273.535889 Iteration 24Q: 3 clusters Score -114232.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -114251.406250 Penalty: 3273.535889 Iteration 25Q: 3 clusters Score -114251.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -114276.867188 Penalty: 3273.535889 Iteration 26Q: 3 clusters Score -114276.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -114289.156250 Penalty: 3273.535889 Iteration 27Q: 3 clusters Score -114289.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -114314.898438 Penalty: 3273.535889 Iteration 28Q: 3 clusters Score -114314.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -114324.742188 Penalty: 3273.535889 Iteration 29Q: 3 clusters Score -114324.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -114332.820312 Penalty: 3273.535889 Iteration 30Q: 3 clusters Score -114332.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -114332.820312 Penalty: 3273.535889 Iteration 31F: 3 clusters Score -114332.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 351 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6389 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5926 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10932 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2701 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10059 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5069 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5758 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4668 members Mstep: Class 36 contains 292 members Mstep: Class 37 contains 384 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2232 members Entering Unmasked Estep Score: -15667032.000000 Penalty: 110695.320312 Splitting cluster 2 changes total score from -15667779.000000 to -15667032.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (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: -115594.484375 Penalty: 1650.549194 Iteration 0F: 2 clusters Score -115594.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -113837.507812 Penalty: 3301.098389 Iteration 0F: 3 clusters Score -113837.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -114079.617188 Penalty: 3301.098389 Iteration 1F: 3 clusters Score -114079.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -114176.070312 Penalty: 3301.098389 Iteration 2F: 3 clusters Score -114176.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -114222.195312 Penalty: 3301.098389 Iteration 3Q: 3 clusters Score -114222.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -114262.601562 Penalty: 3301.098389 Iteration 4Q: 3 clusters Score -114262.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -114304.656250 Penalty: 3301.098389 Iteration 5Q: 3 clusters Score -114304.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -114359.054688 Penalty: 3301.098389 Iteration 6Q: 3 clusters Score -114359.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -114403.890625 Penalty: 3301.098389 Iteration 7Q: 3 clusters Score -114403.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -114443.859375 Penalty: 3301.098389 Iteration 8Q: 3 clusters Score -114443.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -114471.710938 Penalty: 3301.098389 Iteration 9Q: 3 clusters Score -114471.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -114507.492188 Penalty: 3301.098389 Iteration 10Q: 3 clusters Score -114507.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -114556.062500 Penalty: 3301.098389 Iteration 11Q: 3 clusters Score -114556.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -114603.937500 Penalty: 3301.098389 Iteration 12Q: 3 clusters Score -114603.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -114643.726562 Penalty: 3301.098389 Iteration 13Q: 3 clusters Score -114643.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -114684.570312 Penalty: 3301.098389 Iteration 14Q: 3 clusters Score -114684.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -114706.890625 Penalty: 3301.098389 Iteration 15Q: 3 clusters Score -114706.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -114718.351562 Penalty: 3301.098389 Iteration 16Q: 3 clusters Score -114718.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -114727.773438 Penalty: 3301.098389 Iteration 17Q: 3 clusters Score -114727.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -114735.554688 Penalty: 3301.098389 Iteration 18Q: 3 clusters Score -114735.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -114737.273438 Penalty: 3301.098389 Iteration 19Q: 3 clusters Score -114737.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -114739.562500 Penalty: 3301.098389 Iteration 20F: 3 clusters Score -114739.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6389 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Entering Unmasked Estep Score: -1108022.375000 Penalty: 2173.058594 Iteration 0F: 2 clusters Score -1108022 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -1102664.000000 Penalty: 4346.117188 Iteration 0F: 3 clusters Score -1102664 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -1104034.625000 Penalty: 4346.117188 Iteration 1F: 3 clusters Score -1104035 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1104311.375000 Penalty: 4346.117188 Iteration 2F: 3 clusters Score -1104311 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -1104519.750000 Penalty: 4346.117188 Iteration 3F: 3 clusters Score -1104520 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -1104736.000000 Penalty: 4346.117188 Iteration 4F: 3 clusters Score -1104736 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -1104970.500000 Penalty: 4346.117188 Iteration 5F: 3 clusters Score -1104970 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -1105222.625000 Penalty: 4346.117188 Iteration 6F: 3 clusters Score -1105223 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1105492.000000 Penalty: 4346.117188 Iteration 7F: 3 clusters Score -1105492 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -1105690.750000 Penalty: 4346.117188 Iteration 8Q: 3 clusters Score -1105691 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1105870.625000 Penalty: 4346.117188 Iteration 9Q: 3 clusters Score -1105871 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -1106027.125000 Penalty: 4346.117188 Iteration 10Q: 3 clusters Score -1106027 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -1106136.375000 Penalty: 4346.117188 Iteration 11Q: 3 clusters Score -1106136 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -1106234.500000 Penalty: 4346.117188 Iteration 12Q: 3 clusters Score -1106234 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -1106319.250000 Penalty: 4346.117188 Iteration 13Q: 3 clusters Score -1106319 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -1106385.875000 Penalty: 4346.117188 Iteration 14Q: 3 clusters Score -1106386 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -1106446.625000 Penalty: 4346.117188 Iteration 15Q: 3 clusters Score -1106447 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -1106490.625000 Penalty: 4346.117188 Iteration 16Q: 3 clusters Score -1106491 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -1106536.750000 Penalty: 4346.117188 Iteration 17Q: 3 clusters Score -1106537 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -1106561.250000 Penalty: 4346.117188 Iteration 18Q: 3 clusters Score -1106561 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -1106577.000000 Penalty: 4346.117188 Iteration 19Q: 3 clusters Score -1106577 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -1106585.125000 Penalty: 4346.117188 Iteration 20F: 3 clusters Score -1106585 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -1106587.000000 Penalty: 4346.117188 Iteration 21Q: 3 clusters Score -1106587 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -1106592.125000 Penalty: 4346.117188 Iteration 22Q: 3 clusters Score -1106592 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -1106594.500000 Penalty: 4346.117188 Iteration 23Q: 3 clusters Score -1106594 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -1106597.500000 Penalty: 4346.117188 Iteration 24Q: 3 clusters Score -1106598 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -1106598.000000 Penalty: 4346.117188 Iteration 25Q: 3 clusters Score -1106598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -1106598.625000 Penalty: 4346.117188 Iteration 26Q: 3 clusters Score -1106599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -1106599.375000 Penalty: 4346.117188 Iteration 27Q: 3 clusters Score -1106599 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -1106601.375000 Penalty: 4346.117188 Iteration 28Q: 3 clusters Score -1106601 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -1106601.375000 Penalty: 4346.117188 Iteration 29F: 3 clusters Score -1106601 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Entering Unmasked Estep Score: -26620.517578 Penalty: 1452.057861 Iteration 0F: 2 clusters Score -26620.52 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 193 members Entering Unmasked Estep Score: -25540.226562 Penalty: 2904.115723 Iteration 0F: 3 clusters Score -25540.23 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -25855.951172 Penalty: 2904.115723 Iteration 1F: 3 clusters Score -25855.95 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -26022.599609 Penalty: 2904.115723 Iteration 2F: 3 clusters Score -26022.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -26145.468750 Penalty: 2904.115723 Iteration 3F: 3 clusters Score -26145.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -26192.062500 Penalty: 2904.115723 Iteration 4Q: 3 clusters Score -26192.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -26277.363281 Penalty: 2904.115723 Iteration 5Q: 3 clusters Score -26277.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -26310.011719 Penalty: 2904.115723 Iteration 6Q: 3 clusters Score -26310.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -26340.833984 Penalty: 2904.115723 Iteration 7Q: 3 clusters Score -26340.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -26368.267578 Penalty: 2904.115723 Iteration 8Q: 3 clusters Score -26368.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -26387.712891 Penalty: 2904.115723 Iteration 9Q: 3 clusters Score -26387.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -26390.621094 Penalty: 2904.115723 Iteration 10Q: 3 clusters Score -26390.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -26391.382812 Penalty: 2904.115723 Iteration 11F: 3 clusters Score -26391.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -26396.572266 Penalty: 2904.115723 Iteration 12Q: 3 clusters Score -26396.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -26400.650391 Penalty: 2904.115723 Iteration 13Q: 3 clusters Score -26400.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -26400.650391 Penalty: 2904.115723 Iteration 14F: 3 clusters Score -26400.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14127 members Entering Unmasked Estep Score: -2492757.500000 Penalty: 2369.849121 Iteration 0F: 2 clusters Score -2492758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -2482495.250000 Penalty: 4739.698242 Iteration 0F: 3 clusters Score -2482495 nChanged 6022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -2485726.750000 Penalty: 4739.698242 Iteration 1F: 3 clusters Score -2485727 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -2486300.000000 Penalty: 4739.698242 Iteration 2F: 3 clusters Score -2486300 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -2487048.000000 Penalty: 4739.698242 Iteration 3F: 3 clusters Score -2487048 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -2488031.250000 Penalty: 4739.698242 Iteration 4F: 3 clusters Score -2488031 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9223 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -2489083.000000 Penalty: 4739.698242 Iteration 5F: 3 clusters Score -2489083 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -2490028.000000 Penalty: 4739.698242 Iteration 6F: 3 clusters Score -2490028 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -2490661.500000 Penalty: 4739.698242 Iteration 7F: 3 clusters Score -2490662 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -2491031.250000 Penalty: 4739.698242 Iteration 8Q: 3 clusters Score -2491031 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9965 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -2491237.250000 Penalty: 4739.698242 Iteration 9Q: 3 clusters Score -2491237 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -2491360.500000 Penalty: 4739.698242 Iteration 10Q: 3 clusters Score -2491360 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -2491445.250000 Penalty: 4739.698242 Iteration 11Q: 3 clusters Score -2491445 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -2491498.250000 Penalty: 4739.698242 Iteration 12Q: 3 clusters Score -2491498 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9528 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -2491555.750000 Penalty: 4739.698242 Iteration 13Q: 3 clusters Score -2491556 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9402 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -2491613.500000 Penalty: 4739.698242 Iteration 14Q: 3 clusters Score -2491614 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -2491651.500000 Penalty: 4739.698242 Iteration 15Q: 3 clusters Score -2491652 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -2491666.500000 Penalty: 4739.698242 Iteration 16Q: 3 clusters Score -2491666 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9057 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -2491701.000000 Penalty: 4739.698242 Iteration 17Q: 3 clusters Score -2491701 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -2491724.750000 Penalty: 4739.698242 Iteration 18Q: 3 clusters Score -2491725 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8854 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -2491743.500000 Penalty: 4739.698242 Iteration 19Q: 3 clusters Score -2491744 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -2491771.750000 Penalty: 4739.698242 Iteration 20F: 3 clusters Score -2491772 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8669 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -2491785.000000 Penalty: 4739.698242 Iteration 21Q: 3 clusters Score -2491785 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8573 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -2491808.250000 Penalty: 4739.698242 Iteration 22Q: 3 clusters Score -2491808 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -2491826.750000 Penalty: 4739.698242 Iteration 23Q: 3 clusters Score -2491827 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -2491847.750000 Penalty: 4739.698242 Iteration 24Q: 3 clusters Score -2491848 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -2491859.750000 Penalty: 4739.698242 Iteration 25Q: 3 clusters Score -2491860 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -2491870.750000 Penalty: 4739.698242 Iteration 26Q: 3 clusters Score -2491871 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8214 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -2491886.000000 Penalty: 4739.698242 Iteration 27Q: 3 clusters Score -2491886 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -2491891.250000 Penalty: 4739.698242 Iteration 28Q: 3 clusters Score -2491891 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -2491907.500000 Penalty: 4739.698242 Iteration 29Q: 3 clusters Score -2491908 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -2491922.750000 Penalty: 4739.698242 Iteration 30Q: 3 clusters Score -2491923 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -2491942.250000 Penalty: 4739.698242 Iteration 31Q: 3 clusters Score -2491942 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -2491942.750000 Penalty: 4739.698242 Iteration 32Q: 3 clusters Score -2491943 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -2491962.250000 Penalty: 4739.698242 Iteration 33Q: 3 clusters Score -2491962 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -2491969.000000 Penalty: 4739.698242 Iteration 34Q: 3 clusters Score -2491969 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -2491975.250000 Penalty: 4739.698242 Iteration 35Q: 3 clusters Score -2491975 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -2491984.250000 Penalty: 4739.698242 Iteration 36Q: 3 clusters Score -2491984 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -2491983.250000 Penalty: 4739.698242 Iteration 37Q: 3 clusters Score -2491983 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -2492001.250000 Penalty: 4739.698242 Iteration 38Q: 3 clusters Score -2492001 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -2492009.750000 Penalty: 4739.698242 Iteration 39Q: 3 clusters Score -2492010 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -2492024.750000 Penalty: 4739.698242 Iteration 40F: 3 clusters Score -2492025 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -2492026.500000 Penalty: 4739.698242 Iteration 41Q: 3 clusters Score -2492026 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -2492043.250000 Penalty: 4739.698242 Iteration 42Q: 3 clusters Score -2492043 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -2492060.000000 Penalty: 4739.698242 Iteration 43Q: 3 clusters Score -2492060 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -2492067.750000 Penalty: 4739.698242 Iteration 44Q: 3 clusters Score -2492068 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -2492074.500000 Penalty: 4739.698242 Iteration 45Q: 3 clusters Score -2492074 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -2492090.750000 Penalty: 4739.698242 Iteration 46Q: 3 clusters Score -2492091 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -2492098.000000 Penalty: 4739.698242 Iteration 47Q: 3 clusters Score -2492098 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -2492113.500000 Penalty: 4739.698242 Iteration 48Q: 3 clusters Score -2492114 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -2492115.250000 Penalty: 4739.698242 Iteration 49Q: 3 clusters Score -2492115 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -2492127.000000 Penalty: 4739.698242 Iteration 50Q: 3 clusters Score -2492127 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -2492136.750000 Penalty: 4739.698242 Iteration 51Q: 3 clusters Score -2492137 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -2492136.750000 Penalty: 4739.698242 Iteration 52Q: 3 clusters Score -2492137 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -2492144.750000 Penalty: 4739.698242 Iteration 53Q: 3 clusters Score -2492145 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -2492154.750000 Penalty: 4739.698242 Iteration 54Q: 3 clusters Score -2492155 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -2492166.000000 Penalty: 4739.698242 Iteration 55Q: 3 clusters Score -2492166 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -2492169.250000 Penalty: 4739.698242 Iteration 56Q: 3 clusters Score -2492169 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -2492173.000000 Penalty: 4739.698242 Iteration 57Q: 3 clusters Score -2492173 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -2492183.250000 Penalty: 4739.698242 Iteration 58Q: 3 clusters Score -2492183 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -2492186.500000 Penalty: 4739.698242 Iteration 59Q: 3 clusters Score -2492186 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -2492195.500000 Penalty: 4739.698242 Iteration 60F: 3 clusters Score -2492196 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6384 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -2492199.000000 Penalty: 4739.698242 Iteration 61Q: 3 clusters Score -2492199 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -2492201.000000 Penalty: 4739.698242 Iteration 62Q: 3 clusters Score -2492201 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -2492210.250000 Penalty: 4739.698242 Iteration 63Q: 3 clusters Score -2492210 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -2492220.500000 Penalty: 4739.698242 Iteration 64Q: 3 clusters Score -2492220 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -2492223.750000 Penalty: 4739.698242 Iteration 65Q: 3 clusters Score -2492224 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -2492222.750000 Penalty: 4739.698242 Iteration 66Q: 3 clusters Score -2492223 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 7921 members Entering Unmasked Estep Score: -2492225.250000 Penalty: 4739.698242 Iteration 67Q: 3 clusters Score -2492225 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 7944 members Entering Unmasked Estep Score: -2492227.000000 Penalty: 4739.698242 Iteration 68Q: 3 clusters Score -2492227 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 7964 members Entering Unmasked Estep Score: -2492230.250000 Penalty: 4739.698242 Iteration 69Q: 3 clusters Score -2492230 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -2492236.000000 Penalty: 4739.698242 Iteration 70Q: 3 clusters Score -2492236 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 7995 members Entering Unmasked Estep Score: -2492237.000000 Penalty: 4739.698242 Iteration 71Q: 3 clusters Score -2492237 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -2492238.500000 Penalty: 4739.698242 Iteration 72Q: 3 clusters Score -2492238 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -2492240.500000 Penalty: 4739.698242 Iteration 73Q: 3 clusters Score -2492240 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 8031 members Entering Unmasked Estep Score: -2492239.750000 Penalty: 4739.698242 Iteration 74Q: 3 clusters Score -2492240 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -2492239.000000 Penalty: 4739.698242 Iteration 75Q: 3 clusters Score -2492239 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -2492245.000000 Penalty: 4739.698242 Iteration 76Q: 3 clusters Score -2492245 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 8055 members Entering Unmasked Estep Score: -2492245.500000 Penalty: 4739.698242 Iteration 77Q: 3 clusters Score -2492246 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -2492244.500000 Penalty: 4739.698242 Iteration 78Q: 3 clusters Score -2492244 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -2492239.000000 Penalty: 4739.698242 Iteration 79Q: 3 clusters Score -2492239 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -2492240.000000 Penalty: 4739.698242 Iteration 80F: 3 clusters Score -2492240 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -2492241.250000 Penalty: 4739.698242 Iteration 81Q: 3 clusters Score -2492241 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -2492241.250000 Penalty: 4739.698242 Iteration 82F: 3 clusters Score -2492241 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Entering Unmasked Estep Score: -133072.718750 Penalty: 1666.614624 Iteration 0F: 2 clusters Score -133072.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -131283.515625 Penalty: 3333.229248 Iteration 0F: 3 clusters Score -131283.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -131602.656250 Penalty: 3333.229248 Iteration 1F: 3 clusters Score -131602.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -131730.625000 Penalty: 3333.229248 Iteration 2F: 3 clusters Score -131730.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -131811.375000 Penalty: 3333.229248 Iteration 3Q: 3 clusters Score -131811.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -131868.281250 Penalty: 3333.229248 Iteration 4Q: 3 clusters Score -131868.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -131914.000000 Penalty: 3333.229248 Iteration 5Q: 3 clusters Score -131914 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -131959.906250 Penalty: 3333.229248 Iteration 6Q: 3 clusters Score -131959.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -131998.609375 Penalty: 3333.229248 Iteration 7Q: 3 clusters Score -131998.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -132032.640625 Penalty: 3333.229248 Iteration 8Q: 3 clusters Score -132032.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -132070.218750 Penalty: 3333.229248 Iteration 9Q: 3 clusters Score -132070.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -132100.406250 Penalty: 3333.229248 Iteration 10Q: 3 clusters Score -132100.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -132133.718750 Penalty: 3333.229248 Iteration 11Q: 3 clusters Score -132133.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -132173.406250 Penalty: 3333.229248 Iteration 12Q: 3 clusters Score -132173.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -132247.015625 Penalty: 3333.229248 Iteration 13Q: 3 clusters Score -132247 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -132325.000000 Penalty: 3333.229248 Iteration 14Q: 3 clusters Score -132325 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -132389.078125 Penalty: 3333.229248 Iteration 15Q: 3 clusters Score -132389.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -132444.515625 Penalty: 3333.229248 Iteration 16Q: 3 clusters Score -132444.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -132477.859375 Penalty: 3333.229248 Iteration 17Q: 3 clusters Score -132477.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -132500.515625 Penalty: 3333.229248 Iteration 18Q: 3 clusters Score -132500.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -132506.109375 Penalty: 3333.229248 Iteration 19Q: 3 clusters Score -132506.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -132507.000000 Penalty: 3333.229248 Iteration 20F: 3 clusters Score -132507 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Entering Unmasked Estep Score: -76833.429688 Penalty: 1573.282349 Iteration 0F: 2 clusters Score -76833.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -75300.570312 Penalty: 3146.564697 Iteration 0F: 3 clusters Score -75300.57 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -75543.070312 Penalty: 3146.564697 Iteration 1F: 3 clusters Score -75543.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -75684.218750 Penalty: 3146.564697 Iteration 2F: 3 clusters Score -75684.22 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -75888.070312 Penalty: 3146.564697 Iteration 3F: 3 clusters Score -75888.07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -76149.539062 Penalty: 3146.564697 Iteration 4F: 3 clusters Score -76149.54 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -76377.062500 Penalty: 3146.564697 Iteration 5F: 3 clusters Score -76377.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -76586.125000 Penalty: 3146.564697 Iteration 6Q: 3 clusters Score -76586.12 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -76712.664062 Penalty: 3146.564697 Iteration 7Q: 3 clusters Score -76712.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -76754.710938 Penalty: 3146.564697 Iteration 8Q: 3 clusters Score -76754.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -76763.171875 Penalty: 3146.564697 Iteration 9Q: 3 clusters Score -76763.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -76765.281250 Penalty: 3146.564697 Iteration 10Q: 3 clusters Score -76765.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -76767.968750 Penalty: 3146.564697 Iteration 11F: 3 clusters Score -76767.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -76778.585938 Penalty: 3146.564697 Iteration 12Q: 3 clusters Score -76778.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -76778.585938 Penalty: 3146.564697 Iteration 13F: 3 clusters Score -76778.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Entering Unmasked Estep Score: -1052771.625000 Penalty: 2154.402100 Iteration 0F: 2 clusters Score -1052772 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -1047679.687500 Penalty: 4308.804199 Iteration 0F: 3 clusters Score -1047680 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -1048961.625000 Penalty: 4308.804199 Iteration 1F: 3 clusters Score -1048962 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -1049242.125000 Penalty: 4308.804199 Iteration 2F: 3 clusters Score -1049242 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -1049477.375000 Penalty: 4308.804199 Iteration 3F: 3 clusters Score -1049477 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -1049699.500000 Penalty: 4308.804199 Iteration 4F: 3 clusters Score -1049700 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -1049919.250000 Penalty: 4308.804199 Iteration 5Q: 3 clusters Score -1049919 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -1050155.500000 Penalty: 4308.804199 Iteration 6Q: 3 clusters Score -1050156 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1050426.125000 Penalty: 4308.804199 Iteration 7Q: 3 clusters Score -1050426 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -1050629.625000 Penalty: 4308.804199 Iteration 8Q: 3 clusters Score -1050630 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -1050776.875000 Penalty: 4308.804199 Iteration 9Q: 3 clusters Score -1050777 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -1050863.625000 Penalty: 4308.804199 Iteration 10Q: 3 clusters Score -1050864 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -1050941.250000 Penalty: 4308.804199 Iteration 11Q: 3 clusters Score -1050941 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -1051008.375000 Penalty: 4308.804199 Iteration 12Q: 3 clusters Score -1051008 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -1051054.875000 Penalty: 4308.804199 Iteration 13Q: 3 clusters Score -1051055 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -1051090.750000 Penalty: 4308.804199 Iteration 14Q: 3 clusters Score -1051091 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -1051117.875000 Penalty: 4308.804199 Iteration 15Q: 3 clusters Score -1051118 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -1051132.250000 Penalty: 4308.804199 Iteration 16Q: 3 clusters Score -1051132 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -1051147.375000 Penalty: 4308.804199 Iteration 17Q: 3 clusters Score -1051147 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -1051171.750000 Penalty: 4308.804199 Iteration 18Q: 3 clusters Score -1051172 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -1051191.875000 Penalty: 4308.804199 Iteration 19Q: 3 clusters Score -1051192 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -1051209.750000 Penalty: 4308.804199 Iteration 20F: 3 clusters Score -1051210 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -1051221.375000 Penalty: 4308.804199 Iteration 21Q: 3 clusters Score -1051221 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -1051232.375000 Penalty: 4308.804199 Iteration 22Q: 3 clusters Score -1051232 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -1051243.250000 Penalty: 4308.804199 Iteration 23Q: 3 clusters Score -1051243 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1051254.625000 Penalty: 4308.804199 Iteration 24Q: 3 clusters Score -1051255 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -1051261.375000 Penalty: 4308.804199 Iteration 25Q: 3 clusters Score -1051261 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -1051269.375000 Penalty: 4308.804199 Iteration 26Q: 3 clusters Score -1051269 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -1051270.625000 Penalty: 4308.804199 Iteration 27Q: 3 clusters Score -1051271 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -1051272.250000 Penalty: 4308.804199 Iteration 28Q: 3 clusters Score -1051272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1051270.500000 Penalty: 4308.804199 Iteration 29Q: 3 clusters Score -1051270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1051273.875000 Penalty: 4308.804199 Iteration 30Q: 3 clusters Score -1051274 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1051275.875000 Penalty: 4308.804199 Iteration 31Q: 3 clusters Score -1051276 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -1051277.125000 Penalty: 4308.804199 Iteration 32Q: 3 clusters Score -1051277 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -1051278.500000 Penalty: 4308.804199 Iteration 33Q: 3 clusters Score -1051278 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1051281.500000 Penalty: 4308.804199 Iteration 34Q: 3 clusters Score -1051282 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -1051285.250000 Penalty: 4308.804199 Iteration 35Q: 3 clusters Score -1051285 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -1051285.375000 Penalty: 4308.804199 Iteration 36Q: 3 clusters Score -1051285 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1051286.625000 Penalty: 4308.804199 Iteration 37Q: 3 clusters Score -1051287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -1051287.875000 Penalty: 4308.804199 Iteration 38Q: 3 clusters Score -1051288 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -1051290.125000 Penalty: 4308.804199 Iteration 39Q: 3 clusters Score -1051290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1051290.375000 Penalty: 4308.804199 Iteration 40F: 3 clusters Score -1051290 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -1051294.125000 Penalty: 4308.804199 Iteration 41Q: 3 clusters Score -1051294 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1051295.375000 Penalty: 4308.804199 Iteration 42Q: 3 clusters Score -1051295 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1051295.375000 Penalty: 4308.804199 Iteration 43Q: 3 clusters Score -1051295 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -1051296.750000 Penalty: 4308.804199 Iteration 44Q: 3 clusters Score -1051297 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -1051297.750000 Penalty: 4308.804199 Iteration 45Q: 3 clusters Score -1051298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1051299.375000 Penalty: 4308.804199 Iteration 46Q: 3 clusters Score -1051299 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -1051299.875000 Penalty: 4308.804199 Iteration 47Q: 3 clusters Score -1051300 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -1051299.875000 Penalty: 4308.804199 Iteration 48F: 3 clusters Score -1051300 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Entering Unmasked Estep Score: -78546.812500 Penalty: 1571.971313 Iteration 0F: 2 clusters Score -78546.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -77028.765625 Penalty: 3143.942627 Iteration 0F: 3 clusters Score -77028.77 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -77311.718750 Penalty: 3143.942627 Iteration 1F: 3 clusters Score -77311.72 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -77441.234375 Penalty: 3143.942627 Iteration 2F: 3 clusters Score -77441.23 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -77517.382812 Penalty: 3143.942627 Iteration 3F: 3 clusters Score -77517.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -77581.148438 Penalty: 3143.942627 Iteration 4Q: 3 clusters Score -77581.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -77610.148438 Penalty: 3143.942627 Iteration 5Q: 3 clusters Score -77610.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -77631.742188 Penalty: 3143.942627 Iteration 6Q: 3 clusters Score -77631.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -77643.890625 Penalty: 3143.942627 Iteration 7Q: 3 clusters Score -77643.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -77661.375000 Penalty: 3143.942627 Iteration 8Q: 3 clusters Score -77661.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -77689.742188 Penalty: 3143.942627 Iteration 9Q: 3 clusters Score -77689.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -77694.734375 Penalty: 3143.942627 Iteration 10Q: 3 clusters Score -77694.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -77701.117188 Penalty: 3143.942627 Iteration 11Q: 3 clusters Score -77701.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -77703.390625 Penalty: 3143.942627 Iteration 12Q: 3 clusters Score -77703.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -77706.156250 Penalty: 3143.942627 Iteration 13Q: 3 clusters Score -77706.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -77707.617188 Penalty: 3143.942627 Iteration 14Q: 3 clusters Score -77707.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -77707.617188 Penalty: 3143.942627 Iteration 15F: 3 clusters Score -77707.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Entering Unmasked Estep Score: -98179.304688 Penalty: 1580.159790 Iteration 0F: 2 clusters Score -98179.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -96739.351562 Penalty: 3160.319580 Iteration 0F: 3 clusters Score -96739.35 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -97156.890625 Penalty: 3160.319580 Iteration 1F: 3 clusters Score -97156.89 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -97394.484375 Penalty: 3160.319580 Iteration 2F: 3 clusters Score -97394.48 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -97574.914062 Penalty: 3160.319580 Iteration 3F: 3 clusters Score -97574.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -97634.375000 Penalty: 3160.319580 Iteration 4Q: 3 clusters Score -97634.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -97678.070312 Penalty: 3160.319580 Iteration 5Q: 3 clusters Score -97678.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -97715.046875 Penalty: 3160.319580 Iteration 6Q: 3 clusters Score -97715.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -97731.554688 Penalty: 3160.319580 Iteration 7Q: 3 clusters Score -97731.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -97742.015625 Penalty: 3160.319580 Iteration 8Q: 3 clusters Score -97742.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -97757.359375 Penalty: 3160.319580 Iteration 9Q: 3 clusters Score -97757.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -97762.242188 Penalty: 3160.319580 Iteration 10Q: 3 clusters Score -97762.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -97762.242188 Penalty: 3160.319580 Iteration 11F: 3 clusters Score -97762.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Entering Unmasked Estep Score: -448855.312500 Penalty: 1954.251953 Iteration 0F: 2 clusters Score -448855.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -445810.093750 Penalty: 3908.503906 Iteration 0F: 3 clusters Score -445810.1 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -446467.156250 Penalty: 3908.503906 Iteration 1F: 3 clusters Score -446467.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -446803.125000 Penalty: 3908.503906 Iteration 2F: 3 clusters Score -446803.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -447088.718750 Penalty: 3908.503906 Iteration 3F: 3 clusters Score -447088.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -447304.093750 Penalty: 3908.503906 Iteration 4F: 3 clusters Score -447304.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -447463.062500 Penalty: 3908.503906 Iteration 5F: 3 clusters Score -447463.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -447571.375000 Penalty: 3908.503906 Iteration 6Q: 3 clusters Score -447571.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -447660.250000 Penalty: 3908.503906 Iteration 7Q: 3 clusters Score -447660.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -447738.468750 Penalty: 3908.503906 Iteration 8Q: 3 clusters Score -447738.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -447793.687500 Penalty: 3908.503906 Iteration 9Q: 3 clusters Score -447793.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -447828.937500 Penalty: 3908.503906 Iteration 10Q: 3 clusters Score -447828.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -447866.062500 Penalty: 3908.503906 Iteration 11Q: 3 clusters Score -447866.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -447896.406250 Penalty: 3908.503906 Iteration 12Q: 3 clusters Score -447896.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -447911.312500 Penalty: 3908.503906 Iteration 13Q: 3 clusters Score -447911.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -447922.750000 Penalty: 3908.503906 Iteration 14Q: 3 clusters Score -447922.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -447928.500000 Penalty: 3908.503906 Iteration 15Q: 3 clusters Score -447928.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -447935.875000 Penalty: 3908.503906 Iteration 16Q: 3 clusters Score -447935.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -447940.687500 Penalty: 3908.503906 Iteration 17Q: 3 clusters Score -447940.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -447944.500000 Penalty: 3908.503906 Iteration 18Q: 3 clusters Score -447944.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -447950.812500 Penalty: 3908.503906 Iteration 19Q: 3 clusters Score -447950.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -447951.750000 Penalty: 3908.503906 Iteration 20F: 3 clusters Score -447951.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Entering Unmasked Estep Score: -381710.812500 Penalty: 1914.894531 Iteration 0F: 2 clusters Score -381710.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -378891.750000 Penalty: 3829.789062 Iteration 0F: 3 clusters Score -378891.8 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -379401.812500 Penalty: 3829.789062 Iteration 1F: 3 clusters Score -379401.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -379554.093750 Penalty: 3829.789062 Iteration 2F: 3 clusters Score -379554.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -379652.281250 Penalty: 3829.789062 Iteration 3Q: 3 clusters Score -379652.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -379721.437500 Penalty: 3829.789062 Iteration 4Q: 3 clusters Score -379721.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -379768.468750 Penalty: 3829.789062 Iteration 5Q: 3 clusters Score -379768.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -379815.281250 Penalty: 3829.789062 Iteration 6Q: 3 clusters Score -379815.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -379844.812500 Penalty: 3829.789062 Iteration 7Q: 3 clusters Score -379844.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -379866.125000 Penalty: 3829.789062 Iteration 8Q: 3 clusters Score -379866.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -379878.437500 Penalty: 3829.789062 Iteration 9Q: 3 clusters Score -379878.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -379891.437500 Penalty: 3829.789062 Iteration 10Q: 3 clusters Score -379891.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -379913.125000 Penalty: 3829.789062 Iteration 11Q: 3 clusters Score -379913.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -379931.250000 Penalty: 3829.789062 Iteration 12Q: 3 clusters Score -379931.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -379946.468750 Penalty: 3829.789062 Iteration 13Q: 3 clusters Score -379946.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -379955.656250 Penalty: 3829.789062 Iteration 14Q: 3 clusters Score -379955.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -379961.687500 Penalty: 3829.789062 Iteration 15Q: 3 clusters Score -379961.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -379966.562500 Penalty: 3829.789062 Iteration 16Q: 3 clusters Score -379966.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -379968.531250 Penalty: 3829.789062 Iteration 17Q: 3 clusters Score -379968.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -379968.531250 Penalty: 3829.789062 Iteration 18F: 3 clusters Score -379968.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Entering Unmasked Estep Score: -27325.132812 Penalty: 1345.387573 Iteration 0F: 2 clusters Score -27325.13 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 116 members Entering Unmasked Estep Score: -26388.564453 Penalty: 2690.775146 Iteration 0F: 3 clusters Score -26388.56 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -26632.935547 Penalty: 2690.775146 Iteration 1F: 3 clusters Score -26632.94 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -26829.970703 Penalty: 2690.775146 Iteration 2F: 3 clusters Score -26829.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -27021.027344 Penalty: 2690.775146 Iteration 3Q: 3 clusters Score -27021.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -27046.820312 Penalty: 2690.775146 Iteration 4Q: 3 clusters Score -27046.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -27050.601562 Penalty: 2690.775146 Iteration 5Q: 3 clusters Score -27050.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -27050.601562 Penalty: 2690.775146 Iteration 6F: 3 clusters Score -27050.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -23518.566406 Penalty: 1257.088257 Iteration 0F: 2 clusters Score -23518.57 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 83 members Entering Unmasked Estep Score: -22779.267578 Penalty: 2514.176514 Iteration 0F: 3 clusters Score -22779.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -22836.343750 Penalty: 2514.176514 Iteration 1F: 3 clusters Score -22836.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -22877.310547 Penalty: 2514.176514 Iteration 2Q: 3 clusters Score -22877.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -22887.835938 Penalty: 2514.176514 Iteration 3Q: 3 clusters Score -22887.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -22893.955078 Penalty: 2514.176514 Iteration 4Q: 3 clusters Score -22893.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -22893.955078 Penalty: 2514.176514 Iteration 5F: 3 clusters Score -22893.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -113898.765625 Penalty: 1629.231323 Iteration 0F: 2 clusters Score -113898.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -112167.195312 Penalty: 3258.462646 Iteration 0F: 3 clusters Score -112167.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -112448.156250 Penalty: 3258.462646 Iteration 1F: 3 clusters Score -112448.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -112539.570312 Penalty: 3258.462646 Iteration 2F: 3 clusters Score -112539.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -112576.734375 Penalty: 3258.462646 Iteration 3Q: 3 clusters Score -112576.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -112604.117188 Penalty: 3258.462646 Iteration 4Q: 3 clusters Score -112604.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -112616.843750 Penalty: 3258.462646 Iteration 5Q: 3 clusters Score -112616.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -112632.210938 Penalty: 3258.462646 Iteration 6Q: 3 clusters Score -112632.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -112643.921875 Penalty: 3258.462646 Iteration 7Q: 3 clusters Score -112643.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -112647.632812 Penalty: 3258.462646 Iteration 8Q: 3 clusters Score -112647.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -112660.562500 Penalty: 3258.462646 Iteration 9Q: 3 clusters Score -112660.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -112661.570312 Penalty: 3258.462646 Iteration 10Q: 3 clusters Score -112661.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -112661.570312 Penalty: 3258.462646 Iteration 11F: 3 clusters Score -112661.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (10932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10932 members Entering Unmasked Estep Score: -1922831.250000 Penalty: 2306.263672 Iteration 0F: 2 clusters Score -1922831 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -1914584.750000 Penalty: 4612.527344 Iteration 0F: 3 clusters Score -1914585 nChanged 4604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -1917175.750000 Penalty: 4612.527344 Iteration 1F: 3 clusters Score -1917176 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1917853.125000 Penalty: 4612.527344 Iteration 2F: 3 clusters Score -1917853 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1918695.625000 Penalty: 4612.527344 Iteration 3F: 3 clusters Score -1918696 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1919463.250000 Penalty: 4612.527344 Iteration 4F: 3 clusters Score -1919463 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1920101.250000 Penalty: 4612.527344 Iteration 5F: 3 clusters Score -1920101 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -1920556.375000 Penalty: 4612.527344 Iteration 6F: 3 clusters Score -1920556 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -1920922.000000 Penalty: 4612.527344 Iteration 7Q: 3 clusters Score -1920922 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7376 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1921279.250000 Penalty: 4612.527344 Iteration 8Q: 3 clusters Score -1921279 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -1921633.000000 Penalty: 4612.527344 Iteration 9Q: 3 clusters Score -1921633 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1921973.625000 Penalty: 4612.527344 Iteration 10Q: 3 clusters Score -1921974 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1922252.625000 Penalty: 4612.527344 Iteration 11Q: 3 clusters Score -1922253 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -1922443.625000 Penalty: 4612.527344 Iteration 12Q: 3 clusters Score -1922444 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -1922537.875000 Penalty: 4612.527344 Iteration 13Q: 3 clusters Score -1922538 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1922621.250000 Penalty: 4612.527344 Iteration 14Q: 3 clusters Score -1922621 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1922680.250000 Penalty: 4612.527344 Iteration 15Q: 3 clusters Score -1922680 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1922706.000000 Penalty: 4612.527344 Iteration 16Q: 3 clusters Score -1922706 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -1922734.750000 Penalty: 4612.527344 Iteration 17Q: 3 clusters Score -1922735 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -1922743.000000 Penalty: 4612.527344 Iteration 18Q: 3 clusters Score -1922743 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1922750.000000 Penalty: 4612.527344 Iteration 19Q: 3 clusters Score -1922750 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -1922763.000000 Penalty: 4612.527344 Iteration 20F: 3 clusters Score -1922763 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1922771.000000 Penalty: 4612.527344 Iteration 21Q: 3 clusters Score -1922771 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -1922779.125000 Penalty: 4612.527344 Iteration 22Q: 3 clusters Score -1922779 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1922785.000000 Penalty: 4612.527344 Iteration 23Q: 3 clusters Score -1922785 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -1922784.000000 Penalty: 4612.527344 Iteration 24Q: 3 clusters Score -1922784 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -1922790.500000 Penalty: 4612.527344 Iteration 25Q: 3 clusters Score -1922790 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1922790.125000 Penalty: 4612.527344 Iteration 26Q: 3 clusters Score -1922790 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -1922790.375000 Penalty: 4612.527344 Iteration 27Q: 3 clusters Score -1922790 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -1922794.500000 Penalty: 4612.527344 Iteration 28Q: 3 clusters Score -1922794 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -1922793.625000 Penalty: 4612.527344 Iteration 29Q: 3 clusters Score -1922794 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1922795.125000 Penalty: 4612.527344 Iteration 30Q: 3 clusters Score -1922795 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1922798.000000 Penalty: 4612.527344 Iteration 31Q: 3 clusters Score -1922798 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1922800.250000 Penalty: 4612.527344 Iteration 32Q: 3 clusters Score -1922800 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -1922798.625000 Penalty: 4612.527344 Iteration 33Q: 3 clusters Score -1922799 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -1922799.750000 Penalty: 4612.527344 Iteration 34Q: 3 clusters Score -1922800 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1922797.250000 Penalty: 4612.527344 Iteration 35Q: 3 clusters Score -1922797 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1922799.625000 Penalty: 4612.527344 Iteration 36Q: 3 clusters Score -1922800 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1922799.625000 Penalty: 4612.527344 Iteration 37F: 3 clusters Score -1922800 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -84819.835938 Penalty: 1561.683105 Iteration 0F: 2 clusters Score -84819.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -83283.898438 Penalty: 3123.366211 Iteration 0F: 3 clusters Score -83283.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -83516.015625 Penalty: 3123.366211 Iteration 1F: 3 clusters Score -83516.02 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -83613.695312 Penalty: 3123.366211 Iteration 2F: 3 clusters Score -83613.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -83665.234375 Penalty: 3123.366211 Iteration 3Q: 3 clusters Score -83665.23 nChanged 19 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: -83712.187500 Penalty: 3123.366211 Iteration 4Q: 3 clusters Score -83712.19 nChanged 17 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: -83764.898438 Penalty: 3123.366211 Iteration 5Q: 3 clusters Score -83764.9 nChanged 13 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: -83813.257812 Penalty: 3123.366211 Iteration 6Q: 3 clusters Score -83813.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -83834.359375 Penalty: 3123.366211 Iteration 7Q: 3 clusters Score -83834.36 nChanged 7 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: -83872.757812 Penalty: 3123.366211 Iteration 8Q: 3 clusters Score -83872.76 nChanged 6 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: -83887.062500 Penalty: 3123.366211 Iteration 9Q: 3 clusters Score -83887.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -83899.187500 Penalty: 3123.366211 Iteration 10Q: 3 clusters Score -83899.19 nChanged 4 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: -83914.843750 Penalty: 3123.366211 Iteration 11Q: 3 clusters Score -83914.84 nChanged 1 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: -83917.625000 Penalty: 3123.366211 Iteration 12Q: 3 clusters Score -83917.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -83919.148438 Penalty: 3123.366211 Iteration 13Q: 3 clusters Score -83919.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -83919.148438 Penalty: 3123.366211 Iteration 14F: 3 clusters Score -83919.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Entering Unmasked Estep Score: -450316.968750 Penalty: 1959.541504 Iteration 0F: 2 clusters Score -450317 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -447247.312500 Penalty: 3919.083008 Iteration 0F: 3 clusters Score -447247.3 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -448021.812500 Penalty: 3919.083008 Iteration 1F: 3 clusters Score -448021.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -448282.875000 Penalty: 3919.083008 Iteration 2F: 3 clusters Score -448282.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -448497.718750 Penalty: 3919.083008 Iteration 3F: 3 clusters Score -448497.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -448670.437500 Penalty: 3919.083008 Iteration 4F: 3 clusters Score -448670.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -448816.843750 Penalty: 3919.083008 Iteration 5Q: 3 clusters Score -448816.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -448988.906250 Penalty: 3919.083008 Iteration 6Q: 3 clusters Score -448988.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -449141.156250 Penalty: 3919.083008 Iteration 7Q: 3 clusters Score -449141.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -449303.156250 Penalty: 3919.083008 Iteration 8Q: 3 clusters Score -449303.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -449456.468750 Penalty: 3919.083008 Iteration 9Q: 3 clusters Score -449456.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -449598.968750 Penalty: 3919.083008 Iteration 10Q: 3 clusters Score -449599 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -449752.812500 Penalty: 3919.083008 Iteration 11Q: 3 clusters Score -449752.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -449870.781250 Penalty: 3919.083008 Iteration 12Q: 3 clusters Score -449870.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -449955.843750 Penalty: 3919.083008 Iteration 13Q: 3 clusters Score -449955.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -450020.593750 Penalty: 3919.083008 Iteration 14Q: 3 clusters Score -450020.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -450076.812500 Penalty: 3919.083008 Iteration 15Q: 3 clusters Score -450076.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -450108.125000 Penalty: 3919.083008 Iteration 16Q: 3 clusters Score -450108.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -450133.000000 Penalty: 3919.083008 Iteration 17Q: 3 clusters Score -450133 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -450147.062500 Penalty: 3919.083008 Iteration 18Q: 3 clusters Score -450147.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -450154.062500 Penalty: 3919.083008 Iteration 19Q: 3 clusters Score -450154.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -450158.843750 Penalty: 3919.083008 Iteration 20F: 3 clusters Score -450158.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -450163.625000 Penalty: 3919.083008 Iteration 21Q: 3 clusters Score -450163.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -450168.937500 Penalty: 3919.083008 Iteration 22Q: 3 clusters Score -450168.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -450170.718750 Penalty: 3919.083008 Iteration 23Q: 3 clusters Score -450170.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -450173.906250 Penalty: 3919.083008 Iteration 24Q: 3 clusters Score -450173.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -450177.781250 Penalty: 3919.083008 Iteration 25Q: 3 clusters Score -450177.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -450179.781250 Penalty: 3919.083008 Iteration 26Q: 3 clusters Score -450179.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -450180.781250 Penalty: 3919.083008 Iteration 27Q: 3 clusters Score -450180.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -450181.031250 Penalty: 3919.083008 Iteration 28Q: 3 clusters Score -450181 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -450181.031250 Penalty: 3919.083008 Iteration 29F: 3 clusters Score -450181 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Entering Unmasked Estep Score: -44817.335938 Penalty: 1492.611084 Iteration 0F: 2 clusters Score -44817.34 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 209 members Entering Unmasked Estep Score: -43464.343750 Penalty: 2985.222168 Iteration 0F: 3 clusters Score -43464.34 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -43678.093750 Penalty: 2985.222168 Iteration 1F: 3 clusters Score -43678.09 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -43784.292969 Penalty: 2985.222168 Iteration 2F: 3 clusters Score -43784.29 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -43880.164062 Penalty: 2985.222168 Iteration 3F: 3 clusters Score -43880.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -43914.066406 Penalty: 2985.222168 Iteration 4Q: 3 clusters Score -43914.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -43950.824219 Penalty: 2985.222168 Iteration 5Q: 3 clusters Score -43950.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -43982.925781 Penalty: 2985.222168 Iteration 6Q: 3 clusters Score -43982.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -43998.660156 Penalty: 2985.222168 Iteration 7Q: 3 clusters Score -43998.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -44000.863281 Penalty: 2985.222168 Iteration 8Q: 3 clusters Score -44000.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -44002.679688 Penalty: 2985.222168 Iteration 9Q: 3 clusters Score -44002.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -44003.941406 Penalty: 2985.222168 Iteration 10Q: 3 clusters Score -44003.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -44005.792969 Penalty: 2985.222168 Iteration 11Q: 3 clusters Score -44005.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -44009.406250 Penalty: 2985.222168 Iteration 12Q: 3 clusters Score -44009.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -44013.578125 Penalty: 2985.222168 Iteration 13Q: 3 clusters Score -44013.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -44017.097656 Penalty: 2985.222168 Iteration 14Q: 3 clusters Score -44017.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -44017.699219 Penalty: 2985.222168 Iteration 15Q: 3 clusters Score -44017.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -44017.699219 Penalty: 2985.222168 Iteration 16F: 3 clusters Score -44017.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (10059 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10059 members Entering Unmasked Estep Score: -1793496.125000 Penalty: 2285.623291 Iteration 0F: 2 clusters Score -1793496 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -1785921.750000 Penalty: 4571.246582 Iteration 0F: 3 clusters Score -1785922 nChanged 4203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -1788519.500000 Penalty: 4571.246582 Iteration 1F: 3 clusters Score -1788520 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -1789356.625000 Penalty: 4571.246582 Iteration 2F: 3 clusters Score -1789357 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -1790273.000000 Penalty: 4571.246582 Iteration 3F: 3 clusters Score -1790273 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -1790977.750000 Penalty: 4571.246582 Iteration 4F: 3 clusters Score -1790978 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -1791419.125000 Penalty: 4571.246582 Iteration 5F: 3 clusters Score -1791419 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -1791689.375000 Penalty: 4571.246582 Iteration 6Q: 3 clusters Score -1791689 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -1791874.750000 Penalty: 4571.246582 Iteration 7Q: 3 clusters Score -1791875 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -1791988.875000 Penalty: 4571.246582 Iteration 8Q: 3 clusters Score -1791989 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -1792068.125000 Penalty: 4571.246582 Iteration 9Q: 3 clusters Score -1792068 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -1792140.375000 Penalty: 4571.246582 Iteration 10Q: 3 clusters Score -1792140 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -1792190.375000 Penalty: 4571.246582 Iteration 11Q: 3 clusters Score -1792190 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -1792228.625000 Penalty: 4571.246582 Iteration 12Q: 3 clusters Score -1792229 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -1792256.000000 Penalty: 4571.246582 Iteration 13Q: 3 clusters Score -1792256 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1792282.125000 Penalty: 4571.246582 Iteration 14Q: 3 clusters Score -1792282 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1792307.500000 Penalty: 4571.246582 Iteration 15Q: 3 clusters Score -1792308 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1792319.625000 Penalty: 4571.246582 Iteration 16Q: 3 clusters Score -1792320 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1792329.750000 Penalty: 4571.246582 Iteration 17Q: 3 clusters Score -1792330 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1792339.500000 Penalty: 4571.246582 Iteration 18Q: 3 clusters Score -1792340 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -1792347.250000 Penalty: 4571.246582 Iteration 19Q: 3 clusters Score -1792347 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -1792361.250000 Penalty: 4571.246582 Iteration 20F: 3 clusters Score -1792361 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1792368.875000 Penalty: 4571.246582 Iteration 21Q: 3 clusters Score -1792369 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1792371.750000 Penalty: 4571.246582 Iteration 22Q: 3 clusters Score -1792372 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1792374.250000 Penalty: 4571.246582 Iteration 23Q: 3 clusters Score -1792374 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -1792388.875000 Penalty: 4571.246582 Iteration 24Q: 3 clusters Score -1792389 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1792387.125000 Penalty: 4571.246582 Iteration 25Q: 3 clusters Score -1792387 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -1792391.625000 Penalty: 4571.246582 Iteration 26Q: 3 clusters Score -1792392 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -1792401.375000 Penalty: 4571.246582 Iteration 27Q: 3 clusters Score -1792401 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1792407.625000 Penalty: 4571.246582 Iteration 28Q: 3 clusters Score -1792408 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1792415.750000 Penalty: 4571.246582 Iteration 29Q: 3 clusters Score -1792416 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -1792418.875000 Penalty: 4571.246582 Iteration 30Q: 3 clusters Score -1792419 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1792417.125000 Penalty: 4571.246582 Iteration 31Q: 3 clusters Score -1792417 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -1792418.750000 Penalty: 4571.246582 Iteration 32Q: 3 clusters Score -1792419 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1792418.250000 Penalty: 4571.246582 Iteration 33Q: 3 clusters Score -1792418 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -1792424.000000 Penalty: 4571.246582 Iteration 34Q: 3 clusters Score -1792424 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1792425.500000 Penalty: 4571.246582 Iteration 35Q: 3 clusters Score -1792426 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1792428.875000 Penalty: 4571.246582 Iteration 36Q: 3 clusters Score -1792429 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1792426.000000 Penalty: 4571.246582 Iteration 37Q: 3 clusters Score -1792426 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -1792433.375000 Penalty: 4571.246582 Iteration 38Q: 3 clusters Score -1792433 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -1792431.000000 Penalty: 4571.246582 Iteration 39Q: 3 clusters Score -1792431 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1792430.875000 Penalty: 4571.246582 Iteration 40F: 3 clusters Score -1792431 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -1792431.875000 Penalty: 4571.246582 Iteration 41Q: 3 clusters Score -1792432 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -1792432.125000 Penalty: 4571.246582 Iteration 42Q: 3 clusters Score -1792432 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -1792432.125000 Penalty: 4571.246582 Iteration 43F: 3 clusters Score -1792432 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Entering Unmasked Estep Score: -83805.148438 Penalty: 1568.885010 Iteration 0F: 2 clusters Score -83805.15 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 276 members Entering Unmasked Estep Score: -82297.023438 Penalty: 3137.770020 Iteration 0F: 3 clusters Score -82297.02 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -82472.742188 Penalty: 3137.770020 Iteration 1F: 3 clusters Score -82472.74 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -82535.984375 Penalty: 3137.770020 Iteration 2Q: 3 clusters Score -82535.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -82570.679688 Penalty: 3137.770020 Iteration 3Q: 3 clusters Score -82570.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -82601.289062 Penalty: 3137.770020 Iteration 4Q: 3 clusters Score -82601.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -82614.484375 Penalty: 3137.770020 Iteration 5Q: 3 clusters Score -82614.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -82631.882812 Penalty: 3137.770020 Iteration 6Q: 3 clusters Score -82631.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -82647.898438 Penalty: 3137.770020 Iteration 7Q: 3 clusters Score -82647.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -82661.640625 Penalty: 3137.770020 Iteration 8Q: 3 clusters Score -82661.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -82669.296875 Penalty: 3137.770020 Iteration 9Q: 3 clusters Score -82669.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -82686.851562 Penalty: 3137.770020 Iteration 10Q: 3 clusters Score -82686.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -82724.398438 Penalty: 3137.770020 Iteration 11Q: 3 clusters Score -82724.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -82763.242188 Penalty: 3137.770020 Iteration 12Q: 3 clusters Score -82763.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -82776.679688 Penalty: 3137.770020 Iteration 13Q: 3 clusters Score -82776.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -82786.992188 Penalty: 3137.770020 Iteration 14Q: 3 clusters Score -82786.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -82793.476562 Penalty: 3137.770020 Iteration 15Q: 3 clusters Score -82793.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -82800.570312 Penalty: 3137.770020 Iteration 16Q: 3 clusters Score -82800.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -82804.898438 Penalty: 3137.770020 Iteration 17Q: 3 clusters Score -82804.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -82806.515625 Penalty: 3137.770020 Iteration 18Q: 3 clusters Score -82806.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -82807.890625 Penalty: 3137.770020 Iteration 19Q: 3 clusters Score -82807.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -82807.890625 Penalty: 3137.770020 Iteration 20F: 3 clusters Score -82807.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (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: -51023.550781 Penalty: 1410.369873 Iteration 0F: 2 clusters Score -51023.55 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 145 members Entering Unmasked Estep Score: -49915.250000 Penalty: 2820.739746 Iteration 0F: 3 clusters Score -49915.25 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -50165.292969 Penalty: 2820.739746 Iteration 1F: 3 clusters Score -50165.29 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -50386.710938 Penalty: 2820.739746 Iteration 2F: 3 clusters Score -50386.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -50487.582031 Penalty: 2820.739746 Iteration 3F: 3 clusters Score -50487.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -50579.777344 Penalty: 2820.739746 Iteration 4Q: 3 clusters Score -50579.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -50654.820312 Penalty: 2820.739746 Iteration 5Q: 3 clusters Score -50654.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -50663.257812 Penalty: 2820.739746 Iteration 6Q: 3 clusters Score -50663.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -50670.777344 Penalty: 2820.739746 Iteration 7Q: 3 clusters Score -50670.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -50670.777344 Penalty: 2820.739746 Iteration 8F: 3 clusters Score -50670.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Entering Unmasked Estep Score: -890918.312500 Penalty: 2115.663086 Iteration 0F: 2 clusters Score -890918.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -886388.875000 Penalty: 4231.326172 Iteration 0F: 3 clusters Score -886388.9 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -887478.187500 Penalty: 4231.326172 Iteration 1F: 3 clusters Score -887478.2 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -887744.437500 Penalty: 4231.326172 Iteration 2F: 3 clusters Score -887744.4 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -887999.687500 Penalty: 4231.326172 Iteration 3F: 3 clusters Score -887999.7 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -888224.937500 Penalty: 4231.326172 Iteration 4F: 3 clusters Score -888224.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -888452.937500 Penalty: 4231.326172 Iteration 5Q: 3 clusters Score -888452.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -888650.250000 Penalty: 4231.326172 Iteration 6Q: 3 clusters Score -888650.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -888834.687500 Penalty: 4231.326172 Iteration 7Q: 3 clusters Score -888834.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -888973.562500 Penalty: 4231.326172 Iteration 8Q: 3 clusters Score -888973.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -889069.187500 Penalty: 4231.326172 Iteration 9Q: 3 clusters Score -889069.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -889143.312500 Penalty: 4231.326172 Iteration 10Q: 3 clusters Score -889143.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -889198.625000 Penalty: 4231.326172 Iteration 11Q: 3 clusters Score -889198.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -889245.875000 Penalty: 4231.326172 Iteration 12Q: 3 clusters Score -889245.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -889288.562500 Penalty: 4231.326172 Iteration 13Q: 3 clusters Score -889288.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -889325.187500 Penalty: 4231.326172 Iteration 14Q: 3 clusters Score -889325.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -889360.562500 Penalty: 4231.326172 Iteration 15Q: 3 clusters Score -889360.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -889388.687500 Penalty: 4231.326172 Iteration 16Q: 3 clusters Score -889388.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -889413.500000 Penalty: 4231.326172 Iteration 17Q: 3 clusters Score -889413.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -889433.750000 Penalty: 4231.326172 Iteration 18Q: 3 clusters Score -889433.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -889451.437500 Penalty: 4231.326172 Iteration 19Q: 3 clusters Score -889451.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -889472.687500 Penalty: 4231.326172 Iteration 20F: 3 clusters Score -889472.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -889493.062500 Penalty: 4231.326172 Iteration 21Q: 3 clusters Score -889493.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -889501.687500 Penalty: 4231.326172 Iteration 22Q: 3 clusters Score -889501.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -889508.750000 Penalty: 4231.326172 Iteration 23Q: 3 clusters Score -889508.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -889520.125000 Penalty: 4231.326172 Iteration 24Q: 3 clusters Score -889520.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -889530.437500 Penalty: 4231.326172 Iteration 25Q: 3 clusters Score -889530.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -889537.250000 Penalty: 4231.326172 Iteration 26Q: 3 clusters Score -889537.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -889544.875000 Penalty: 4231.326172 Iteration 27Q: 3 clusters Score -889544.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -889553.937500 Penalty: 4231.326172 Iteration 28Q: 3 clusters Score -889553.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -889566.437500 Penalty: 4231.326172 Iteration 29Q: 3 clusters Score -889566.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -889581.562500 Penalty: 4231.326172 Iteration 30Q: 3 clusters Score -889581.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -889593.625000 Penalty: 4231.326172 Iteration 31Q: 3 clusters Score -889593.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -889607.000000 Penalty: 4231.326172 Iteration 32Q: 3 clusters Score -889607 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -889617.687500 Penalty: 4231.326172 Iteration 33Q: 3 clusters Score -889617.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -889625.125000 Penalty: 4231.326172 Iteration 34Q: 3 clusters Score -889625.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -889632.500000 Penalty: 4231.326172 Iteration 35Q: 3 clusters Score -889632.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -889640.625000 Penalty: 4231.326172 Iteration 36Q: 3 clusters Score -889640.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -889658.125000 Penalty: 4231.326172 Iteration 37Q: 3 clusters Score -889658.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -889687.687500 Penalty: 4231.326172 Iteration 38Q: 3 clusters Score -889687.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -889727.250000 Penalty: 4231.326172 Iteration 39Q: 3 clusters Score -889727.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -889763.625000 Penalty: 4231.326172 Iteration 40F: 3 clusters Score -889763.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -889792.375000 Penalty: 4231.326172 Iteration 41Q: 3 clusters Score -889792.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -889818.562500 Penalty: 4231.326172 Iteration 42Q: 3 clusters Score -889818.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -889838.437500 Penalty: 4231.326172 Iteration 43Q: 3 clusters Score -889838.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -889851.562500 Penalty: 4231.326172 Iteration 44Q: 3 clusters Score -889851.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -889859.875000 Penalty: 4231.326172 Iteration 45Q: 3 clusters Score -889859.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -889867.812500 Penalty: 4231.326172 Iteration 46Q: 3 clusters Score -889867.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -889875.562500 Penalty: 4231.326172 Iteration 47Q: 3 clusters Score -889875.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -889883.500000 Penalty: 4231.326172 Iteration 48Q: 3 clusters Score -889883.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -889890.625000 Penalty: 4231.326172 Iteration 49Q: 3 clusters Score -889890.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -889900.312500 Penalty: 4231.326172 Iteration 50Q: 3 clusters Score -889900.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -889912.687500 Penalty: 4231.326172 Iteration 51Q: 3 clusters Score -889912.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -889918.437500 Penalty: 4231.326172 Iteration 52Q: 3 clusters Score -889918.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -889930.437500 Penalty: 4231.326172 Iteration 53Q: 3 clusters Score -889930.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -889947.187500 Penalty: 4231.326172 Iteration 54Q: 3 clusters Score -889947.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -889952.875000 Penalty: 4231.326172 Iteration 55Q: 3 clusters Score -889952.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -889959.437500 Penalty: 4231.326172 Iteration 56Q: 3 clusters Score -889959.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -889963.812500 Penalty: 4231.326172 Iteration 57Q: 3 clusters Score -889963.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -889965.750000 Penalty: 4231.326172 Iteration 58Q: 3 clusters Score -889965.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -889969.062500 Penalty: 4231.326172 Iteration 59Q: 3 clusters Score -889969.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -889972.750000 Penalty: 4231.326172 Iteration 60F: 3 clusters Score -889972.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -889977.750000 Penalty: 4231.326172 Iteration 61Q: 3 clusters Score -889977.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -889979.812500 Penalty: 4231.326172 Iteration 62Q: 3 clusters Score -889979.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -889980.187500 Penalty: 4231.326172 Iteration 63Q: 3 clusters Score -889980.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -889984.187500 Penalty: 4231.326172 Iteration 64Q: 3 clusters Score -889984.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -889985.625000 Penalty: 4231.326172 Iteration 65Q: 3 clusters Score -889985.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -889986.437500 Penalty: 4231.326172 Iteration 66Q: 3 clusters Score -889986.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -889986.812500 Penalty: 4231.326172 Iteration 67Q: 3 clusters Score -889986.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -889988.562500 Penalty: 4231.326172 Iteration 68Q: 3 clusters Score -889988.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -889989.312500 Penalty: 4231.326172 Iteration 69Q: 3 clusters Score -889989.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -889990.500000 Penalty: 4231.326172 Iteration 70Q: 3 clusters Score -889990.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -889990.437500 Penalty: 4231.326172 Iteration 71Q: 3 clusters Score -889990.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -889991.812500 Penalty: 4231.326172 Iteration 72Q: 3 clusters Score -889991.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -889993.687500 Penalty: 4231.326172 Iteration 73Q: 3 clusters Score -889993.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -889992.437500 Penalty: 4231.326172 Iteration 74Q: 3 clusters Score -889992.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -889994.562500 Penalty: 4231.326172 Iteration 75Q: 3 clusters Score -889994.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -889996.437500 Penalty: 4231.326172 Iteration 76Q: 3 clusters Score -889996.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -889997.687500 Penalty: 4231.326172 Iteration 77Q: 3 clusters Score -889997.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -889997.312500 Penalty: 4231.326172 Iteration 78Q: 3 clusters Score -889997.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -889997.500000 Penalty: 4231.326172 Iteration 79Q: 3 clusters Score -889997.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -889999.062500 Penalty: 4231.326172 Iteration 80F: 3 clusters Score -889999.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -890000.937500 Penalty: 4231.326172 Iteration 81Q: 3 clusters Score -890000.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -890000.437500 Penalty: 4231.326172 Iteration 82Q: 3 clusters Score -890000.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -890001.062500 Penalty: 4231.326172 Iteration 83Q: 3 clusters Score -890001.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -890000.437500 Penalty: 4231.326172 Iteration 84Q: 3 clusters Score -890000.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -890000.937500 Penalty: 4231.326172 Iteration 85Q: 3 clusters Score -890000.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -890003.500000 Penalty: 4231.326172 Iteration 86Q: 3 clusters Score -890003.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -890002.625000 Penalty: 4231.326172 Iteration 87Q: 3 clusters Score -890002.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -890003.062500 Penalty: 4231.326172 Iteration 88Q: 3 clusters Score -890003.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -890003.062500 Penalty: 4231.326172 Iteration 89F: 3 clusters Score -890003.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Entering Unmasked Estep Score: -325812.062500 Penalty: 1880.392822 Iteration 0F: 2 clusters Score -325812.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -323267.781250 Penalty: 3760.785645 Iteration 0F: 3 clusters Score -323267.8 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -323798.968750 Penalty: 3760.785645 Iteration 1F: 3 clusters Score -323799 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -324071.062500 Penalty: 3760.785645 Iteration 2F: 3 clusters Score -324071.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -324334.968750 Penalty: 3760.785645 Iteration 3F: 3 clusters Score -324335 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -324533.312500 Penalty: 3760.785645 Iteration 4F: 3 clusters Score -324533.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -324631.625000 Penalty: 3760.785645 Iteration 5Q: 3 clusters Score -324631.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -324711.312500 Penalty: 3760.785645 Iteration 6Q: 3 clusters Score -324711.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -324761.343750 Penalty: 3760.785645 Iteration 7Q: 3 clusters Score -324761.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -324802.625000 Penalty: 3760.785645 Iteration 8Q: 3 clusters Score -324802.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -324836.343750 Penalty: 3760.785645 Iteration 9Q: 3 clusters Score -324836.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -324859.625000 Penalty: 3760.785645 Iteration 10Q: 3 clusters Score -324859.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -324870.000000 Penalty: 3760.785645 Iteration 11Q: 3 clusters Score -324870 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -324874.375000 Penalty: 3760.785645 Iteration 12Q: 3 clusters Score -324874.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -324880.093750 Penalty: 3760.785645 Iteration 13Q: 3 clusters Score -324880.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -324888.000000 Penalty: 3760.785645 Iteration 14Q: 3 clusters Score -324888 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -324892.093750 Penalty: 3760.785645 Iteration 15Q: 3 clusters Score -324892.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -324895.156250 Penalty: 3760.785645 Iteration 16Q: 3 clusters Score -324895.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -324896.843750 Penalty: 3760.785645 Iteration 17Q: 3 clusters Score -324896.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -324899.500000 Penalty: 3760.785645 Iteration 18Q: 3 clusters Score -324899.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -324900.562500 Penalty: 3760.785645 Iteration 19Q: 3 clusters Score -324900.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -324901.468750 Penalty: 3760.785645 Iteration 20F: 3 clusters Score -324901.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Entering Unmasked Estep Score: -225013.453125 Penalty: 1800.609619 Iteration 0F: 2 clusters Score -225013.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -222811.031250 Penalty: 3601.219238 Iteration 0F: 3 clusters Score -222811 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -223210.750000 Penalty: 3601.219238 Iteration 1F: 3 clusters Score -223210.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -223361.062500 Penalty: 3601.219238 Iteration 2F: 3 clusters Score -223361.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -223451.171875 Penalty: 3601.219238 Iteration 3Q: 3 clusters Score -223451.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -223539.015625 Penalty: 3601.219238 Iteration 4Q: 3 clusters Score -223539 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -223612.734375 Penalty: 3601.219238 Iteration 5Q: 3 clusters Score -223612.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -223681.906250 Penalty: 3601.219238 Iteration 6Q: 3 clusters Score -223681.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -223729.343750 Penalty: 3601.219238 Iteration 7Q: 3 clusters Score -223729.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -223773.984375 Penalty: 3601.219238 Iteration 8Q: 3 clusters Score -223774 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -223812.343750 Penalty: 3601.219238 Iteration 9Q: 3 clusters Score -223812.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -223845.781250 Penalty: 3601.219238 Iteration 10Q: 3 clusters Score -223845.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -223877.140625 Penalty: 3601.219238 Iteration 11Q: 3 clusters Score -223877.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -223916.281250 Penalty: 3601.219238 Iteration 12Q: 3 clusters Score -223916.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -223947.734375 Penalty: 3601.219238 Iteration 13Q: 3 clusters Score -223947.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -223972.859375 Penalty: 3601.219238 Iteration 14Q: 3 clusters Score -223972.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -223991.250000 Penalty: 3601.219238 Iteration 15Q: 3 clusters Score -223991.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -224000.078125 Penalty: 3601.219238 Iteration 16Q: 3 clusters Score -224000.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -224006.984375 Penalty: 3601.219238 Iteration 17Q: 3 clusters Score -224007 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -224012.250000 Penalty: 3601.219238 Iteration 18Q: 3 clusters Score -224012.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -224016.812500 Penalty: 3601.219238 Iteration 19Q: 3 clusters Score -224016.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -224018.765625 Penalty: 3601.219238 Iteration 20F: 3 clusters Score -224018.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -224021.156250 Penalty: 3601.219238 Iteration 21Q: 3 clusters Score -224021.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -224023.718750 Penalty: 3601.219238 Iteration 22Q: 3 clusters Score -224023.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -224025.531250 Penalty: 3601.219238 Iteration 23Q: 3 clusters Score -224025.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -224026.390625 Penalty: 3601.219238 Iteration 24Q: 3 clusters Score -224026.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -224026.390625 Penalty: 3601.219238 Iteration 25F: 3 clusters Score -224026.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (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: -170991.609375 Penalty: 1731.519775 Iteration 0F: 2 clusters Score -170991.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -169013.125000 Penalty: 3463.039551 Iteration 0F: 3 clusters Score -169013.1 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -169367.656250 Penalty: 3463.039551 Iteration 1F: 3 clusters Score -169367.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -169574.875000 Penalty: 3463.039551 Iteration 2F: 3 clusters Score -169574.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -169699.140625 Penalty: 3463.039551 Iteration 3F: 3 clusters Score -169699.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -169775.750000 Penalty: 3463.039551 Iteration 4Q: 3 clusters Score -169775.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -169818.078125 Penalty: 3463.039551 Iteration 5Q: 3 clusters Score -169818.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -169856.562500 Penalty: 3463.039551 Iteration 6Q: 3 clusters Score -169856.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -169883.375000 Penalty: 3463.039551 Iteration 7Q: 3 clusters Score -169883.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -169908.031250 Penalty: 3463.039551 Iteration 8Q: 3 clusters Score -169908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -169915.406250 Penalty: 3463.039551 Iteration 9Q: 3 clusters Score -169915.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -169921.000000 Penalty: 3463.039551 Iteration 10Q: 3 clusters Score -169921 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -169921.968750 Penalty: 3463.039551 Iteration 11Q: 3 clusters Score -169922 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -169921.968750 Penalty: 3463.039551 Iteration 12F: 3 clusters Score -169922 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Entering Unmasked Estep Score: -33390.867188 Penalty: 1352.919678 Iteration 0F: 2 clusters Score -33390.87 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 114 members Entering Unmasked Estep Score: -32260.765625 Penalty: 2705.839355 Iteration 0F: 3 clusters Score -32260.77 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -32369.162109 Penalty: 2705.839355 Iteration 1F: 3 clusters Score -32369.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -32397.025391 Penalty: 2705.839355 Iteration 2Q: 3 clusters Score -32397.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -32399.763672 Penalty: 2705.839355 Iteration 3Q: 3 clusters Score -32399.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -32402.505859 Penalty: 2705.839355 Iteration 4Q: 3 clusters Score -32402.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -32405.630859 Penalty: 2705.839355 Iteration 5Q: 3 clusters Score -32405.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -32405.630859 Penalty: 2705.839355 Iteration 6F: 3 clusters Score -32405.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (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: -186288.703125 Penalty: 1737.885010 Iteration 0F: 2 clusters Score -186288.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -184293.843750 Penalty: 3475.770020 Iteration 0F: 3 clusters Score -184293.8 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -184705.406250 Penalty: 3475.770020 Iteration 1F: 3 clusters Score -184705.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -184936.687500 Penalty: 3475.770020 Iteration 2F: 3 clusters Score -184936.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -185058.156250 Penalty: 3475.770020 Iteration 3F: 3 clusters Score -185058.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -185132.437500 Penalty: 3475.770020 Iteration 4Q: 3 clusters Score -185132.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -185229.828125 Penalty: 3475.770020 Iteration 5Q: 3 clusters Score -185229.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -185322.937500 Penalty: 3475.770020 Iteration 6Q: 3 clusters Score -185322.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -185405.843750 Penalty: 3475.770020 Iteration 7Q: 3 clusters Score -185405.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -185459.984375 Penalty: 3475.770020 Iteration 8Q: 3 clusters Score -185460 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -185507.968750 Penalty: 3475.770020 Iteration 9Q: 3 clusters Score -185508 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -185560.046875 Penalty: 3475.770020 Iteration 10Q: 3 clusters Score -185560 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -185617.546875 Penalty: 3475.770020 Iteration 11Q: 3 clusters Score -185617.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -185645.046875 Penalty: 3475.770020 Iteration 12Q: 3 clusters Score -185645 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -185674.625000 Penalty: 3475.770020 Iteration 13Q: 3 clusters Score -185674.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -185695.015625 Penalty: 3475.770020 Iteration 14Q: 3 clusters Score -185695 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -185714.421875 Penalty: 3475.770020 Iteration 15Q: 3 clusters Score -185714.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -185719.609375 Penalty: 3475.770020 Iteration 16Q: 3 clusters Score -185719.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -185725.031250 Penalty: 3475.770020 Iteration 17Q: 3 clusters Score -185725 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -185726.734375 Penalty: 3475.770020 Iteration 18Q: 3 clusters Score -185726.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -185726.734375 Penalty: 3475.770020 Iteration 19F: 3 clusters Score -185726.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (1586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Entering Unmasked Estep Score: -273869.000000 Penalty: 1827.504639 Iteration 0F: 2 clusters Score -273869 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -271557.437500 Penalty: 3655.009277 Iteration 0F: 3 clusters Score -271557.4 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -272086.218750 Penalty: 3655.009277 Iteration 1F: 3 clusters Score -272086.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -272326.281250 Penalty: 3655.009277 Iteration 2F: 3 clusters Score -272326.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -272494.656250 Penalty: 3655.009277 Iteration 3F: 3 clusters Score -272494.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -272630.468750 Penalty: 3655.009277 Iteration 4F: 3 clusters Score -272630.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -272706.312500 Penalty: 3655.009277 Iteration 5Q: 3 clusters Score -272706.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -272758.937500 Penalty: 3655.009277 Iteration 6Q: 3 clusters Score -272758.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -272794.812500 Penalty: 3655.009277 Iteration 7Q: 3 clusters Score -272794.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -272823.187500 Penalty: 3655.009277 Iteration 8Q: 3 clusters Score -272823.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -272842.781250 Penalty: 3655.009277 Iteration 9Q: 3 clusters Score -272842.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -272852.750000 Penalty: 3655.009277 Iteration 10Q: 3 clusters Score -272852.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -272856.093750 Penalty: 3655.009277 Iteration 11Q: 3 clusters Score -272856.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -272860.875000 Penalty: 3655.009277 Iteration 12Q: 3 clusters Score -272860.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -272863.750000 Penalty: 3655.009277 Iteration 13Q: 3 clusters Score -272863.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -272865.312500 Penalty: 3655.009277 Iteration 14Q: 3 clusters Score -272865.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -272866.968750 Penalty: 3655.009277 Iteration 15Q: 3 clusters Score -272867 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -272866.968750 Penalty: 3655.009277 Iteration 16F: 3 clusters Score -272867 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Entering Unmasked Estep Score: -23941.230469 Penalty: 1242.637573 Iteration 0F: 2 clusters Score -23941.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -22934.136719 Penalty: 2485.275146 Iteration 0F: 3 clusters Score -22934.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -22972.777344 Penalty: 2485.275146 Iteration 1Q: 3 clusters Score -22972.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -22978.675781 Penalty: 2485.275146 Iteration 2Q: 3 clusters Score -22978.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -22978.675781 Penalty: 2485.275146 Iteration 3F: 3 clusters Score -22978.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (5758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Entering Unmasked Estep Score: -1028468.375000 Penalty: 2147.269531 Iteration 0F: 2 clusters Score -1028468 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -1023499.125000 Penalty: 4294.539062 Iteration 0F: 3 clusters Score -1023499 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -1024767.812500 Penalty: 4294.539062 Iteration 1F: 3 clusters Score -1024768 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1025078.437500 Penalty: 4294.539062 Iteration 2F: 3 clusters Score -1025078 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -1025301.437500 Penalty: 4294.539062 Iteration 3F: 3 clusters Score -1025301 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -1025488.875000 Penalty: 4294.539062 Iteration 4Q: 3 clusters Score -1025489 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1025641.437500 Penalty: 4294.539062 Iteration 5Q: 3 clusters Score -1025641 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -1025757.062500 Penalty: 4294.539062 Iteration 6Q: 3 clusters Score -1025757 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -1025852.375000 Penalty: 4294.539062 Iteration 7Q: 3 clusters Score -1025852 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -1025940.125000 Penalty: 4294.539062 Iteration 8Q: 3 clusters Score -1025940 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -1026030.500000 Penalty: 4294.539062 Iteration 9Q: 3 clusters Score -1026030 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -1026104.812500 Penalty: 4294.539062 Iteration 10Q: 3 clusters Score -1026105 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1026178.687500 Penalty: 4294.539062 Iteration 11Q: 3 clusters Score -1026179 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -1026246.750000 Penalty: 4294.539062 Iteration 12Q: 3 clusters Score -1026247 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -1026308.125000 Penalty: 4294.539062 Iteration 13Q: 3 clusters Score -1026308 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -1026369.562500 Penalty: 4294.539062 Iteration 14Q: 3 clusters Score -1026370 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1026423.250000 Penalty: 4294.539062 Iteration 15Q: 3 clusters Score -1026423 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1026476.750000 Penalty: 4294.539062 Iteration 16Q: 3 clusters Score -1026477 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1026520.937500 Penalty: 4294.539062 Iteration 17Q: 3 clusters Score -1026521 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -1026551.312500 Penalty: 4294.539062 Iteration 18Q: 3 clusters Score -1026551 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -1026580.250000 Penalty: 4294.539062 Iteration 19Q: 3 clusters Score -1026580 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -1026606.187500 Penalty: 4294.539062 Iteration 20F: 3 clusters Score -1026606 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -1026624.125000 Penalty: 4294.539062 Iteration 21Q: 3 clusters Score -1026624 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1026642.500000 Penalty: 4294.539062 Iteration 22Q: 3 clusters Score -1026642 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -1026661.562500 Penalty: 4294.539062 Iteration 23Q: 3 clusters Score -1026662 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1026668.375000 Penalty: 4294.539062 Iteration 24Q: 3 clusters Score -1026668 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -1026676.062500 Penalty: 4294.539062 Iteration 25Q: 3 clusters Score -1026676 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -1026681.812500 Penalty: 4294.539062 Iteration 26Q: 3 clusters Score -1026682 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -1026685.250000 Penalty: 4294.539062 Iteration 27Q: 3 clusters Score -1026685 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1026690.062500 Penalty: 4294.539062 Iteration 28Q: 3 clusters Score -1026690 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -1026693.625000 Penalty: 4294.539062 Iteration 29Q: 3 clusters Score -1026694 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -1026693.750000 Penalty: 4294.539062 Iteration 30Q: 3 clusters Score -1026694 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1026696.437500 Penalty: 4294.539062 Iteration 31Q: 3 clusters Score -1026696 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1026696.687500 Penalty: 4294.539062 Iteration 32Q: 3 clusters Score -1026697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -1026697.187500 Penalty: 4294.539062 Iteration 33Q: 3 clusters Score -1026697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -1026696.000000 Penalty: 4294.539062 Iteration 34Q: 3 clusters Score -1026696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -1026696.562500 Penalty: 4294.539062 Iteration 35Q: 3 clusters Score -1026697 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1026697.687500 Penalty: 4294.539062 Iteration 36Q: 3 clusters Score -1026698 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1026697.687500 Penalty: 4294.539062 Iteration 37F: 3 clusters Score -1026698 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Entering Unmasked Estep Score: -56556.785156 Penalty: 1511.205322 Iteration 0F: 2 clusters Score -56556.79 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 216 members Entering Unmasked Estep Score: -55178.148438 Penalty: 3022.410645 Iteration 0F: 3 clusters Score -55178.15 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -55368.066406 Penalty: 3022.410645 Iteration 1F: 3 clusters Score -55368.07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -55442.593750 Penalty: 3022.410645 Iteration 2F: 3 clusters Score -55442.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -55508.980469 Penalty: 3022.410645 Iteration 3Q: 3 clusters Score -55508.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -55544.359375 Penalty: 3022.410645 Iteration 4Q: 3 clusters Score -55544.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -55575.851562 Penalty: 3022.410645 Iteration 5Q: 3 clusters Score -55575.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -55594.742188 Penalty: 3022.410645 Iteration 6Q: 3 clusters Score -55594.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -55632.402344 Penalty: 3022.410645 Iteration 7Q: 3 clusters Score -55632.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -55645.511719 Penalty: 3022.410645 Iteration 8Q: 3 clusters Score -55645.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -55656.914062 Penalty: 3022.410645 Iteration 9Q: 3 clusters Score -55656.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -55664.515625 Penalty: 3022.410645 Iteration 10Q: 3 clusters Score -55664.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -55669.066406 Penalty: 3022.410645 Iteration 11Q: 3 clusters Score -55669.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -55670.882812 Penalty: 3022.410645 Iteration 12Q: 3 clusters Score -55670.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -55673.679688 Penalty: 3022.410645 Iteration 13Q: 3 clusters Score -55673.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -55678.207031 Penalty: 3022.410645 Iteration 14Q: 3 clusters Score -55678.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -55679.820312 Penalty: 3022.410645 Iteration 15Q: 3 clusters Score -55679.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -55681.156250 Penalty: 3022.410645 Iteration 16Q: 3 clusters Score -55681.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -55682.542969 Penalty: 3022.410645 Iteration 17Q: 3 clusters Score -55682.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -55693.726562 Penalty: 3022.410645 Iteration 18Q: 3 clusters Score -55693.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -55705.214844 Penalty: 3022.410645 Iteration 19Q: 3 clusters Score -55705.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -55713.253906 Penalty: 3022.410645 Iteration 20F: 3 clusters Score -55713.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -55716.453125 Penalty: 3022.410645 Iteration 21Q: 3 clusters Score -55716.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -55720.398438 Penalty: 3022.410645 Iteration 22Q: 3 clusters Score -55720.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -55724.367188 Penalty: 3022.410645 Iteration 23Q: 3 clusters Score -55724.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -55724.367188 Penalty: 3022.410645 Iteration 24F: 3 clusters Score -55724.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1728 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Entering Unmasked Estep Score: -302794.125000 Penalty: 1848.770508 Iteration 0F: 2 clusters Score -302794.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -300358.718750 Penalty: 3697.541016 Iteration 0F: 3 clusters Score -300358.7 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -300857.281250 Penalty: 3697.541016 Iteration 1F: 3 clusters Score -300857.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -301053.531250 Penalty: 3697.541016 Iteration 2F: 3 clusters Score -301053.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -301212.468750 Penalty: 3697.541016 Iteration 3F: 3 clusters Score -301212.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -301362.000000 Penalty: 3697.541016 Iteration 4F: 3 clusters Score -301362 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -301469.718750 Penalty: 3697.541016 Iteration 5Q: 3 clusters Score -301469.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -301552.968750 Penalty: 3697.541016 Iteration 6Q: 3 clusters Score -301553 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -301633.062500 Penalty: 3697.541016 Iteration 7Q: 3 clusters Score -301633.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -301679.562500 Penalty: 3697.541016 Iteration 8Q: 3 clusters Score -301679.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -301707.281250 Penalty: 3697.541016 Iteration 9Q: 3 clusters Score -301707.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -301729.375000 Penalty: 3697.541016 Iteration 10Q: 3 clusters Score -301729.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -301742.406250 Penalty: 3697.541016 Iteration 11Q: 3 clusters Score -301742.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -301748.406250 Penalty: 3697.541016 Iteration 12Q: 3 clusters Score -301748.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -301752.156250 Penalty: 3697.541016 Iteration 13Q: 3 clusters Score -301752.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -301755.375000 Penalty: 3697.541016 Iteration 14Q: 3 clusters Score -301755.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -301757.218750 Penalty: 3697.541016 Iteration 15Q: 3 clusters Score -301757.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -301757.281250 Penalty: 3697.541016 Iteration 16Q: 3 clusters Score -301757.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -301757.281250 Penalty: 3697.541016 Iteration 17F: 3 clusters Score -301757.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (4668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Entering Unmasked Estep Score: -778512.312500 Penalty: 2095.224609 Iteration 0F: 2 clusters Score -778512.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -774330.250000 Penalty: 4190.449219 Iteration 0F: 3 clusters Score -774330.2 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -775569.062500 Penalty: 4190.449219 Iteration 1F: 3 clusters Score -775569.1 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -775878.250000 Penalty: 4190.449219 Iteration 2F: 3 clusters Score -775878.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -776107.000000 Penalty: 4190.449219 Iteration 3F: 3 clusters Score -776107 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -776321.312500 Penalty: 4190.449219 Iteration 4F: 3 clusters Score -776321.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -776483.875000 Penalty: 4190.449219 Iteration 5Q: 3 clusters Score -776483.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -776626.000000 Penalty: 4190.449219 Iteration 6Q: 3 clusters Score -776626 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -776756.687500 Penalty: 4190.449219 Iteration 7Q: 3 clusters Score -776756.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -776843.562500 Penalty: 4190.449219 Iteration 8Q: 3 clusters Score -776843.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -776896.312500 Penalty: 4190.449219 Iteration 9Q: 3 clusters Score -776896.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -776944.875000 Penalty: 4190.449219 Iteration 10Q: 3 clusters Score -776944.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -776989.000000 Penalty: 4190.449219 Iteration 11Q: 3 clusters Score -776989 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -777019.062500 Penalty: 4190.449219 Iteration 12Q: 3 clusters Score -777019.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -777035.750000 Penalty: 4190.449219 Iteration 13Q: 3 clusters Score -777035.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -777052.812500 Penalty: 4190.449219 Iteration 14Q: 3 clusters Score -777052.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -777062.562500 Penalty: 4190.449219 Iteration 15Q: 3 clusters Score -777062.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -777068.937500 Penalty: 4190.449219 Iteration 16Q: 3 clusters Score -777068.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -777074.437500 Penalty: 4190.449219 Iteration 17Q: 3 clusters Score -777074.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -777076.562500 Penalty: 4190.449219 Iteration 18Q: 3 clusters Score -777076.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -777079.062500 Penalty: 4190.449219 Iteration 19Q: 3 clusters Score -777079.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -777079.750000 Penalty: 4190.449219 Iteration 20F: 3 clusters Score -777079.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -777081.625000 Penalty: 4190.449219 Iteration 21Q: 3 clusters Score -777081.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -777081.187500 Penalty: 4190.449219 Iteration 22Q: 3 clusters Score -777081.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -777085.062500 Penalty: 4190.449219 Iteration 23Q: 3 clusters Score -777085.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -777091.687500 Penalty: 4190.449219 Iteration 24Q: 3 clusters Score -777091.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -777098.187500 Penalty: 4190.449219 Iteration 25Q: 3 clusters Score -777098.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -777106.250000 Penalty: 4190.449219 Iteration 26Q: 3 clusters Score -777106.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -777110.000000 Penalty: 4190.449219 Iteration 27Q: 3 clusters Score -777110 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -777117.687500 Penalty: 4190.449219 Iteration 28Q: 3 clusters Score -777117.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -777122.875000 Penalty: 4190.449219 Iteration 29Q: 3 clusters Score -777122.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -777127.937500 Penalty: 4190.449219 Iteration 30Q: 3 clusters Score -777127.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -777132.937500 Penalty: 4190.449219 Iteration 31Q: 3 clusters Score -777132.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -777138.812500 Penalty: 4190.449219 Iteration 32Q: 3 clusters Score -777138.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -777140.562500 Penalty: 4190.449219 Iteration 33Q: 3 clusters Score -777140.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -777140.875000 Penalty: 4190.449219 Iteration 34Q: 3 clusters Score -777140.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -777141.687500 Penalty: 4190.449219 Iteration 35Q: 3 clusters Score -777141.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -777146.437500 Penalty: 4190.449219 Iteration 36Q: 3 clusters Score -777146.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -777146.062500 Penalty: 4190.449219 Iteration 37Q: 3 clusters Score -777146.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -777146.875000 Penalty: 4190.449219 Iteration 38Q: 3 clusters Score -777146.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -777146.875000 Penalty: 4190.449219 Iteration 39F: 3 clusters Score -777146.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Entering Unmasked Estep Score: -32225.343750 Penalty: 1407.834961 Iteration 0F: 2 clusters Score -32225.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -30980.876953 Penalty: 2815.669922 Iteration 0F: 3 clusters Score -30980.88 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -31181.138672 Penalty: 2815.669922 Iteration 1F: 3 clusters Score -31181.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -31302.261719 Penalty: 2815.669922 Iteration 2F: 3 clusters Score -31302.26 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -31374.671875 Penalty: 2815.669922 Iteration 3Q: 3 clusters Score -31374.67 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -31439.507812 Penalty: 2815.669922 Iteration 4Q: 3 clusters Score -31439.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -31512.310547 Penalty: 2815.669922 Iteration 5Q: 3 clusters Score -31512.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -31597.253906 Penalty: 2815.669922 Iteration 6Q: 3 clusters Score -31597.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -31653.148438 Penalty: 2815.669922 Iteration 7Q: 3 clusters Score -31653.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -31671.720703 Penalty: 2815.669922 Iteration 8Q: 3 clusters Score -31671.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -31680.427734 Penalty: 2815.669922 Iteration 9Q: 3 clusters Score -31680.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -31682.714844 Penalty: 2815.669922 Iteration 10F: 3 clusters Score -31682.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -31712.087891 Penalty: 2815.669922 Iteration 11Q: 3 clusters Score -31712.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -31733.230469 Penalty: 2815.669922 Iteration 12Q: 3 clusters Score -31733.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -31753.947266 Penalty: 2815.669922 Iteration 13Q: 3 clusters Score -31753.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -31767.689453 Penalty: 2815.669922 Iteration 14Q: 3 clusters Score -31767.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -31767.689453 Penalty: 2815.669922 Iteration 15F: 3 clusters Score -31767.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (2957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Entering Unmasked Estep Score: -520469.843750 Penalty: 1981.998779 Iteration 0F: 2 clusters Score -520469.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -517276.875000 Penalty: 3963.997559 Iteration 0F: 3 clusters Score -517276.9 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -517987.656250 Penalty: 3963.997559 Iteration 1F: 3 clusters Score -517987.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -518221.718750 Penalty: 3963.997559 Iteration 2F: 3 clusters Score -518221.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -518408.968750 Penalty: 3963.997559 Iteration 3F: 3 clusters Score -518409 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -518536.781250 Penalty: 3963.997559 Iteration 4Q: 3 clusters Score -518536.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -518617.968750 Penalty: 3963.997559 Iteration 5Q: 3 clusters Score -518618 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -518673.718750 Penalty: 3963.997559 Iteration 6Q: 3 clusters Score -518673.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -518713.156250 Penalty: 3963.997559 Iteration 7Q: 3 clusters Score -518713.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -518741.625000 Penalty: 3963.997559 Iteration 8Q: 3 clusters Score -518741.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -518766.531250 Penalty: 3963.997559 Iteration 9Q: 3 clusters Score -518766.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -518787.218750 Penalty: 3963.997559 Iteration 10Q: 3 clusters Score -518787.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -518804.406250 Penalty: 3963.997559 Iteration 11Q: 3 clusters Score -518804.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -518822.406250 Penalty: 3963.997559 Iteration 12Q: 3 clusters Score -518822.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -518847.468750 Penalty: 3963.997559 Iteration 13Q: 3 clusters Score -518847.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -518873.625000 Penalty: 3963.997559 Iteration 14Q: 3 clusters Score -518873.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -518893.750000 Penalty: 3963.997559 Iteration 15Q: 3 clusters Score -518893.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -518915.812500 Penalty: 3963.997559 Iteration 16Q: 3 clusters Score -518915.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -518936.875000 Penalty: 3963.997559 Iteration 17Q: 3 clusters Score -518936.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -518971.875000 Penalty: 3963.997559 Iteration 18Q: 3 clusters Score -518971.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -519036.031250 Penalty: 3963.997559 Iteration 19Q: 3 clusters Score -519036 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -519109.968750 Penalty: 3963.997559 Iteration 20F: 3 clusters Score -519110 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -519227.937500 Penalty: 3963.997559 Iteration 21Q: 3 clusters Score -519227.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -519369.218750 Penalty: 3963.997559 Iteration 22Q: 3 clusters Score -519369.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -519600.906250 Penalty: 3963.997559 Iteration 23Q: 3 clusters Score -519600.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -519761.531250 Penalty: 3963.997559 Iteration 24Q: 3 clusters Score -519761.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -519838.187500 Penalty: 3963.997559 Iteration 25Q: 3 clusters Score -519838.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -519866.656250 Penalty: 3963.997559 Iteration 26Q: 3 clusters Score -519866.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -519892.843750 Penalty: 3963.997559 Iteration 27Q: 3 clusters Score -519892.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -519917.000000 Penalty: 3963.997559 Iteration 28Q: 3 clusters Score -519917 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -519932.468750 Penalty: 3963.997559 Iteration 29Q: 3 clusters Score -519932.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -519947.562500 Penalty: 3963.997559 Iteration 30Q: 3 clusters Score -519947.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -519954.562500 Penalty: 3963.997559 Iteration 31Q: 3 clusters Score -519954.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -519960.468750 Penalty: 3963.997559 Iteration 32Q: 3 clusters Score -519960.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -519961.750000 Penalty: 3963.997559 Iteration 33Q: 3 clusters Score -519961.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -519966.156250 Penalty: 3963.997559 Iteration 34Q: 3 clusters Score -519966.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -519972.093750 Penalty: 3963.997559 Iteration 35Q: 3 clusters Score -519972.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -519973.906250 Penalty: 3963.997559 Iteration 36Q: 3 clusters Score -519973.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -519974.750000 Penalty: 3963.997559 Iteration 37Q: 3 clusters Score -519974.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -519974.750000 Penalty: 3963.997559 Iteration 38F: 3 clusters Score -519974.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (2232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Entering Unmasked Estep Score: -368708.187500 Penalty: 1912.242065 Iteration 0F: 2 clusters Score -368708.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -365964.312500 Penalty: 3824.484131 Iteration 0F: 3 clusters Score -365964.3 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -366552.843750 Penalty: 3824.484131 Iteration 1F: 3 clusters Score -366552.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -366775.906250 Penalty: 3824.484131 Iteration 2F: 3 clusters Score -366775.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -366949.656250 Penalty: 3824.484131 Iteration 3F: 3 clusters Score -366949.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -367079.406250 Penalty: 3824.484131 Iteration 4Q: 3 clusters Score -367079.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -367190.343750 Penalty: 3824.484131 Iteration 5Q: 3 clusters Score -367190.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -367283.312500 Penalty: 3824.484131 Iteration 6Q: 3 clusters Score -367283.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -367358.531250 Penalty: 3824.484131 Iteration 7Q: 3 clusters Score -367358.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -367401.093750 Penalty: 3824.484131 Iteration 8Q: 3 clusters Score -367401.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -367448.562500 Penalty: 3824.484131 Iteration 9Q: 3 clusters Score -367448.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -367474.125000 Penalty: 3824.484131 Iteration 10Q: 3 clusters Score -367474.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -367487.156250 Penalty: 3824.484131 Iteration 11Q: 3 clusters Score -367487.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -367495.000000 Penalty: 3824.484131 Iteration 12Q: 3 clusters Score -367495 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -367501.875000 Penalty: 3824.484131 Iteration 13Q: 3 clusters Score -367501.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -367509.937500 Penalty: 3824.484131 Iteration 14Q: 3 clusters Score -367509.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -367514.125000 Penalty: 3824.484131 Iteration 15Q: 3 clusters Score -367514.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -367520.906250 Penalty: 3824.484131 Iteration 16Q: 3 clusters Score -367520.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -367523.875000 Penalty: 3824.484131 Iteration 17Q: 3 clusters Score -367523.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -367528.156250 Penalty: 3824.484131 Iteration 18Q: 3 clusters Score -367528.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -367529.875000 Penalty: 3824.484131 Iteration 19Q: 3 clusters Score -367529.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -367532.218750 Penalty: 3824.484131 Iteration 20F: 3 clusters Score -367532.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -367541.031250 Penalty: 3824.484131 Iteration 21Q: 3 clusters Score -367541 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -367547.187500 Penalty: 3824.484131 Iteration 22Q: 3 clusters Score -367547.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -367552.781250 Penalty: 3824.484131 Iteration 23Q: 3 clusters Score -367552.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -367558.875000 Penalty: 3824.484131 Iteration 24Q: 3 clusters Score -367558.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -367562.437500 Penalty: 3824.484131 Iteration 25Q: 3 clusters Score -367562.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -367565.281250 Penalty: 3824.484131 Iteration 26Q: 3 clusters Score -367565.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -367568.093750 Penalty: 3824.484131 Iteration 27Q: 3 clusters Score -367568.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -367570.343750 Penalty: 3824.484131 Iteration 28Q: 3 clusters Score -367570.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -367571.062500 Penalty: 3824.484131 Iteration 29Q: 3 clusters Score -367571.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -367571.937500 Penalty: 3824.484131 Iteration 30Q: 3 clusters Score -367571.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -367571.937500 Penalty: 3824.484131 Iteration 31F: 3 clusters Score -367571.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6389 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5926 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10932 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2701 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10059 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5069 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5758 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4668 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2232 members Entering Unmasked Estep ConsiderDeletion Score: -15667789.000000 Penalty: 107856.976562 Iteration 119Q: 39 clusters Score -1.566779e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6389 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5923 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10932 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2700 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10059 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5069 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5761 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4668 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2233 members Entering Unmasked Estep ConsiderDeletion Score: -15667856.000000 Penalty: 107856.976562 Iteration 120F: 39 clusters Score -1.566786e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6389 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5923 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10931 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2698 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10059 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5070 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5761 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4667 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2236 members Entering Unmasked Estep ConsiderDeletion Score: -15667935.000000 Penalty: 107856.976562 Iteration 121Q: 39 clusters Score -1.566794e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 734 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5923 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10930 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2697 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10058 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5071 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5762 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4667 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2239 members Entering Unmasked Estep ConsiderDeletion Score: -15667972.000000 Penalty: 107856.976562 Iteration 122Q: 39 clusters Score -1.566797e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 734 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5923 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10929 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2697 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10058 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5071 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5762 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4666 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2241 members Entering Unmasked Estep ConsiderDeletion Score: -15667967.000000 Penalty: 107856.976562 Iteration 123Q: 39 clusters Score -1.566797e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 734 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5923 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10928 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2697 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10058 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5072 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5762 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4665 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2242 members Entering Unmasked Estep ConsiderDeletion Score: -15667970.000000 Penalty: 107856.976562 Iteration 124Q: 39 clusters Score -1.566797e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 734 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5923 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10925 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2697 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10058 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5074 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5762 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4663 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2245 members Entering Unmasked Estep ConsiderDeletion Score: -15667967.000000 Penalty: 107856.976562 Iteration 125Q: 39 clusters Score -1.566797e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 734 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5923 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10923 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2697 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10058 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5075 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5762 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4662 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2247 members Entering Unmasked Estep ConsiderDeletion Score: -15667968.000000 Penalty: 107856.976562 Iteration 126Q: 39 clusters Score -1.566797e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 734 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5923 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10922 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2697 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10058 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5075 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5762 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4661 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2249 members Entering Unmasked Estep ConsiderDeletion Score: -15667959.000000 Penalty: 107856.976562 Iteration 127Q: 39 clusters Score -1.566796e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 734 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5924 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10922 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2697 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10058 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5075 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5762 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4660 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2249 members Entering Unmasked Estep ConsiderDeletion Score: -15667964.000000 Penalty: 107856.976562 Iteration 128Q: 39 clusters Score -1.566796e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 734 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5924 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10922 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2697 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10058 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5075 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5762 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4660 members Mstep: Class 36 contains 292 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2249 members Entering Unmasked Estep ConsiderDeletion Score: -15667964.000000 Penalty: 107856.976562 Iteration 129F: 39 clusters Score -1.566796e+07 nChanged 0 Entering ConstructFrom: Score: -15667964.000000 Penalty: 107856.976562 Entering ConstructFrom: Trying to split cluster 1 (356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Entering Unmasked Estep Score: -47843.628906 Penalty: 1456.982910 Iteration 0F: 2 clusters Score -47843.63 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 179 members Entering Unmasked Estep Score: -46501.316406 Penalty: 2913.965820 Iteration 0F: 3 clusters Score -46501.32 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -46745.757812 Penalty: 2913.965820 Iteration 1F: 3 clusters Score -46745.76 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -46791.960938 Penalty: 2913.965820 Iteration 2F: 3 clusters Score -46791.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -46811.339844 Penalty: 2913.965820 Iteration 3Q: 3 clusters Score -46811.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -46811.339844 Penalty: 2913.965820 Iteration 4F: 3 clusters Score -46811.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Entering Unmasked Estep Score: -113732.906250 Penalty: 1636.430176 Iteration 0F: 2 clusters Score -113732.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -112072.226562 Penalty: 3272.860352 Iteration 0F: 3 clusters Score -112072.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -112445.031250 Penalty: 3272.860352 Iteration 1F: 3 clusters Score -112445 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -112611.218750 Penalty: 3272.860352 Iteration 2F: 3 clusters Score -112611.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -112777.625000 Penalty: 3272.860352 Iteration 3F: 3 clusters Score -112777.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -112970.921875 Penalty: 3272.860352 Iteration 4Q: 3 clusters Score -112970.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -113352.695312 Penalty: 3272.860352 Iteration 5F: 3 clusters Score -113352.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -113737.937500 Penalty: 3272.860352 Iteration 6F: 3 clusters Score -113737.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -113984.898438 Penalty: 3272.860352 Iteration 7F: 3 clusters Score -113984.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -114077.789062 Penalty: 3272.860352 Iteration 8Q: 3 clusters Score -114077.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -114108.960938 Penalty: 3272.860352 Iteration 9Q: 3 clusters Score -114109 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -114113.812500 Penalty: 3272.860352 Iteration 10Q: 3 clusters Score -114113.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -114116.085938 Penalty: 3272.860352 Iteration 11Q: 3 clusters Score -114116.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -114118.125000 Penalty: 3272.860352 Iteration 12Q: 3 clusters Score -114118.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -114120.750000 Penalty: 3272.860352 Iteration 13Q: 3 clusters Score -114120.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -114126.609375 Penalty: 3272.860352 Iteration 14Q: 3 clusters Score -114126.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -114140.218750 Penalty: 3272.860352 Iteration 15Q: 3 clusters Score -114140.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -114168.632812 Penalty: 3272.860352 Iteration 16Q: 3 clusters Score -114168.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -114245.031250 Penalty: 3272.860352 Iteration 17Q: 3 clusters Score -114245 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -114276.351562 Penalty: 3272.860352 Iteration 18Q: 3 clusters Score -114276.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -114284.031250 Penalty: 3272.860352 Iteration 19Q: 3 clusters Score -114284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -114285.132812 Penalty: 3272.860352 Iteration 20F: 3 clusters Score -114285.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 310 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5924 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10922 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2697 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10058 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5075 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5762 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4660 members Mstep: Class 36 contains 292 members Mstep: Class 37 contains 424 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2249 members Entering Unmasked Estep Score: -15667320.000000 Penalty: 110695.320312 Splitting cluster 2 changes total score from -15667964.000000 to -15667320.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (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: -115594.484375 Penalty: 1650.549194 Iteration 0F: 2 clusters Score -115594.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -113889.867188 Penalty: 3301.098389 Iteration 0F: 3 clusters Score -113889.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -114193.445312 Penalty: 3301.098389 Iteration 1F: 3 clusters Score -114193.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -114313.437500 Penalty: 3301.098389 Iteration 2F: 3 clusters Score -114313.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -114371.171875 Penalty: 3301.098389 Iteration 3Q: 3 clusters Score -114371.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -114459.882812 Penalty: 3301.098389 Iteration 4Q: 3 clusters Score -114459.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -114516.242188 Penalty: 3301.098389 Iteration 5Q: 3 clusters Score -114516.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -114557.171875 Penalty: 3301.098389 Iteration 6Q: 3 clusters Score -114557.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -114577.812500 Penalty: 3301.098389 Iteration 7Q: 3 clusters Score -114577.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -114594.953125 Penalty: 3301.098389 Iteration 8Q: 3 clusters Score -114595 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -114610.203125 Penalty: 3301.098389 Iteration 9Q: 3 clusters Score -114610.2 nChanged 5 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: -114616.570312 Penalty: 3301.098389 Iteration 10Q: 3 clusters Score -114616.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -114620.812500 Penalty: 3301.098389 Iteration 11Q: 3 clusters Score -114620.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -114634.500000 Penalty: 3301.098389 Iteration 12Q: 3 clusters Score -114634.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -114635.695312 Penalty: 3301.098389 Iteration 13Q: 3 clusters Score -114635.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -114635.695312 Penalty: 3301.098389 Iteration 14F: 3 clusters Score -114635.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Entering Unmasked Estep Score: -1107856.375000 Penalty: 2173.019775 Iteration 0F: 2 clusters Score -1107856 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -1102488.125000 Penalty: 4346.039551 Iteration 0F: 3 clusters Score -1102488 nChanged 2541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1103900.125000 Penalty: 4346.039551 Iteration 1F: 3 clusters Score -1103900 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1104232.000000 Penalty: 4346.039551 Iteration 2F: 3 clusters Score -1104232 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1104548.000000 Penalty: 4346.039551 Iteration 3F: 3 clusters Score -1104548 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -1104872.875000 Penalty: 4346.039551 Iteration 4F: 3 clusters Score -1104873 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -1105229.250000 Penalty: 4346.039551 Iteration 5F: 3 clusters Score -1105229 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -1105569.125000 Penalty: 4346.039551 Iteration 6F: 3 clusters Score -1105569 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -1105821.250000 Penalty: 4346.039551 Iteration 7F: 3 clusters Score -1105821 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1105959.750000 Penalty: 4346.039551 Iteration 8Q: 3 clusters Score -1105960 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -1106041.125000 Penalty: 4346.039551 Iteration 9Q: 3 clusters Score -1106041 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1106086.875000 Penalty: 4346.039551 Iteration 10Q: 3 clusters Score -1106087 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -1106120.125000 Penalty: 4346.039551 Iteration 11Q: 3 clusters Score -1106120 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -1106143.500000 Penalty: 4346.039551 Iteration 12Q: 3 clusters Score -1106144 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -1106158.500000 Penalty: 4346.039551 Iteration 13Q: 3 clusters Score -1106158 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1106167.375000 Penalty: 4346.039551 Iteration 14Q: 3 clusters Score -1106167 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -1106181.750000 Penalty: 4346.039551 Iteration 15Q: 3 clusters Score -1106182 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -1106193.250000 Penalty: 4346.039551 Iteration 16Q: 3 clusters Score -1106193 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -1106209.125000 Penalty: 4346.039551 Iteration 17Q: 3 clusters Score -1106209 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -1106220.000000 Penalty: 4346.039551 Iteration 18Q: 3 clusters Score -1106220 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -1106231.625000 Penalty: 4346.039551 Iteration 19Q: 3 clusters Score -1106232 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1106239.625000 Penalty: 4346.039551 Iteration 20F: 3 clusters Score -1106240 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -1106247.750000 Penalty: 4346.039551 Iteration 21Q: 3 clusters Score -1106248 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -1106257.875000 Penalty: 4346.039551 Iteration 22Q: 3 clusters Score -1106258 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -1106270.375000 Penalty: 4346.039551 Iteration 23Q: 3 clusters Score -1106270 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1106275.750000 Penalty: 4346.039551 Iteration 24Q: 3 clusters Score -1106276 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1106276.750000 Penalty: 4346.039551 Iteration 25Q: 3 clusters Score -1106277 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1106280.875000 Penalty: 4346.039551 Iteration 26Q: 3 clusters Score -1106281 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1106284.000000 Penalty: 4346.039551 Iteration 27Q: 3 clusters Score -1106284 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1106288.875000 Penalty: 4346.039551 Iteration 28Q: 3 clusters Score -1106289 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -1106292.750000 Penalty: 4346.039551 Iteration 29Q: 3 clusters Score -1106293 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -1106293.250000 Penalty: 4346.039551 Iteration 30Q: 3 clusters Score -1106293 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -1106297.500000 Penalty: 4346.039551 Iteration 31Q: 3 clusters Score -1106298 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1106300.375000 Penalty: 4346.039551 Iteration 32Q: 3 clusters Score -1106300 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1106306.000000 Penalty: 4346.039551 Iteration 33Q: 3 clusters Score -1106306 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -1106314.750000 Penalty: 4346.039551 Iteration 34Q: 3 clusters Score -1106315 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -1106319.375000 Penalty: 4346.039551 Iteration 35Q: 3 clusters Score -1106319 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1106322.750000 Penalty: 4346.039551 Iteration 36Q: 3 clusters Score -1106323 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -1106326.250000 Penalty: 4346.039551 Iteration 37Q: 3 clusters Score -1106326 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1106328.625000 Penalty: 4346.039551 Iteration 38Q: 3 clusters Score -1106329 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -1106327.875000 Penalty: 4346.039551 Iteration 39Q: 3 clusters Score -1106328 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -1106330.375000 Penalty: 4346.039551 Iteration 40F: 3 clusters Score -1106330 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -1106331.375000 Penalty: 4346.039551 Iteration 41Q: 3 clusters Score -1106331 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1106331.750000 Penalty: 4346.039551 Iteration 42Q: 3 clusters Score -1106332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -1106335.375000 Penalty: 4346.039551 Iteration 43Q: 3 clusters Score -1106335 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1106337.125000 Penalty: 4346.039551 Iteration 44Q: 3 clusters Score -1106337 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -1106337.500000 Penalty: 4346.039551 Iteration 45Q: 3 clusters Score -1106338 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -1106338.875000 Penalty: 4346.039551 Iteration 46Q: 3 clusters Score -1106339 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1106340.750000 Penalty: 4346.039551 Iteration 47Q: 3 clusters Score -1106341 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1106342.500000 Penalty: 4346.039551 Iteration 48Q: 3 clusters Score -1106342 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -1106342.875000 Penalty: 4346.039551 Iteration 49Q: 3 clusters Score -1106343 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -1106343.000000 Penalty: 4346.039551 Iteration 50Q: 3 clusters Score -1106343 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -1106343.500000 Penalty: 4346.039551 Iteration 51Q: 3 clusters Score -1106344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -1106345.250000 Penalty: 4346.039551 Iteration 52Q: 3 clusters Score -1106345 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -1106345.250000 Penalty: 4346.039551 Iteration 53F: 3 clusters Score -1106345 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -26749.615234 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -26749.62 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 178 members Entering Unmasked Estep Score: -25716.802734 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -25716.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -26144.962891 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -26144.96 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -26470.960938 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -26470.96 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -26729.337891 Penalty: 2911.171387 Iteration 3F: 3 clusters Score -26729.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -26773.371094 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -26773.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -26874.478516 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -26874.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -26877.062500 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -26877.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -26877.062500 Penalty: 2911.171387 Iteration 7F: 3 clusters Score -26877.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 734 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 6388 members Mstep: Class 5 contains 98 members Mstep: Class 6 contains 14127 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 5924 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 227 members Mstep: Class 15 contains 159 members Mstep: Class 16 contains 713 members Mstep: Class 17 contains 10922 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 2697 members Mstep: Class 20 contains 411 members Mstep: Class 21 contains 10058 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 295 members Mstep: Class 24 contains 5075 members Mstep: Class 25 contains 1963 members Mstep: Class 26 contains 1423 members Mstep: Class 27 contains 1077 members Mstep: Class 28 contains 234 members Mstep: Class 29 contains 1105 members Mstep: Class 30 contains 1586 members Mstep: Class 31 contains 150 members Mstep: Class 32 contains 5762 members Mstep: Class 33 contains 443 members Mstep: Class 34 contains 1728 members Mstep: Class 35 contains 4660 members Mstep: Class 36 contains 292 members Mstep: Class 37 contains 256 members Mstep: Class 38 contains 2957 members Mstep: Class 39 contains 2249 members Entering Unmasked Estep Score: -15666702.000000 Penalty: 110695.320312 Splitting cluster 5 changes total score from -15667964.000000 to -15666702.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (14127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14127 members Entering Unmasked Estep Score: -2492757.500000 Penalty: 2369.849121 Iteration 0F: 2 clusters Score -2492758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -2482472.500000 Penalty: 4739.698242 Iteration 0F: 3 clusters Score -2482472 nChanged 6003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -2485730.250000 Penalty: 4739.698242 Iteration 1F: 3 clusters Score -2485730 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -2486260.500000 Penalty: 4739.698242 Iteration 2F: 3 clusters Score -2486260 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -2486778.250000 Penalty: 4739.698242 Iteration 3F: 3 clusters Score -2486778 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -2487288.000000 Penalty: 4739.698242 Iteration 4F: 3 clusters Score -2487288 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -2487786.250000 Penalty: 4739.698242 Iteration 5F: 3 clusters Score -2487786 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 8738 members Entering Unmasked Estep Score: -2488345.000000 Penalty: 4739.698242 Iteration 6F: 3 clusters Score -2488345 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -2488950.500000 Penalty: 4739.698242 Iteration 7F: 3 clusters Score -2488950 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 9740 members Entering Unmasked Estep Score: -2489624.000000 Penalty: 4739.698242 Iteration 8F: 3 clusters Score -2489624 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 10181 members Entering Unmasked Estep Score: -2490320.250000 Penalty: 4739.698242 Iteration 9Q: 3 clusters Score -2490320 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -2490819.000000 Penalty: 4739.698242 Iteration 10Q: 3 clusters Score -2490819 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -2491108.000000 Penalty: 4739.698242 Iteration 11Q: 3 clusters Score -2491108 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 10730 members Entering Unmasked Estep Score: -2491241.250000 Penalty: 4739.698242 Iteration 12Q: 3 clusters Score -2491241 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 10751 members Entering Unmasked Estep Score: -2491324.750000 Penalty: 4739.698242 Iteration 13Q: 3 clusters Score -2491325 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 10758 members Entering Unmasked Estep Score: -2491372.500000 Penalty: 4739.698242 Iteration 14Q: 3 clusters Score -2491372 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 10730 members Entering Unmasked Estep Score: -2491409.000000 Penalty: 4739.698242 Iteration 15Q: 3 clusters Score -2491409 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 10688 members Entering Unmasked Estep Score: -2491460.000000 Penalty: 4739.698242 Iteration 16Q: 3 clusters Score -2491460 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 10624 members Entering Unmasked Estep Score: -2491502.250000 Penalty: 4739.698242 Iteration 17Q: 3 clusters Score -2491502 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 10552 members Entering Unmasked Estep Score: -2491542.250000 Penalty: 4739.698242 Iteration 18Q: 3 clusters Score -2491542 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 10464 members Entering Unmasked Estep Score: -2491602.250000 Penalty: 4739.698242 Iteration 19Q: 3 clusters Score -2491602 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 10339 members Entering Unmasked Estep Score: -2491663.000000 Penalty: 4739.698242 Iteration 20F: 3 clusters Score -2491663 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 10218 members Entering Unmasked Estep Score: -2491733.250000 Penalty: 4739.698242 Iteration 21Q: 3 clusters Score -2491733 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 10079 members Entering Unmasked Estep Score: -2491806.000000 Penalty: 4739.698242 Iteration 22Q: 3 clusters Score -2491806 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -2491860.000000 Penalty: 4739.698242 Iteration 23Q: 3 clusters Score -2491860 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 9871 members Entering Unmasked Estep Score: -2491929.750000 Penalty: 4739.698242 Iteration 24Q: 3 clusters Score -2491930 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 9748 members Entering Unmasked Estep Score: -2491998.500000 Penalty: 4739.698242 Iteration 25Q: 3 clusters Score -2491998 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 9641 members Entering Unmasked Estep Score: -2492071.500000 Penalty: 4739.698242 Iteration 26Q: 3 clusters Score -2492072 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 9514 members Entering Unmasked Estep Score: -2492117.750000 Penalty: 4739.698242 Iteration 27Q: 3 clusters Score -2492118 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 9415 members Entering Unmasked Estep Score: -2492161.750000 Penalty: 4739.698242 Iteration 28Q: 3 clusters Score -2492162 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 9324 members Entering Unmasked Estep Score: -2492191.750000 Penalty: 4739.698242 Iteration 29Q: 3 clusters Score -2492192 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 9263 members Entering Unmasked Estep Score: -2492216.750000 Penalty: 4739.698242 Iteration 30Q: 3 clusters Score -2492217 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 9220 members Entering Unmasked Estep Score: -2492226.000000 Penalty: 4739.698242 Iteration 31Q: 3 clusters Score -2492226 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 9190 members Entering Unmasked Estep Score: -2492235.500000 Penalty: 4739.698242 Iteration 32Q: 3 clusters Score -2492236 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -2492242.000000 Penalty: 4739.698242 Iteration 33Q: 3 clusters Score -2492242 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -2492252.500000 Penalty: 4739.698242 Iteration 34Q: 3 clusters Score -2492252 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 9126 members Entering Unmasked Estep Score: -2492256.250000 Penalty: 4739.698242 Iteration 35Q: 3 clusters Score -2492256 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 9119 members Entering Unmasked Estep Score: -2492255.750000 Penalty: 4739.698242 Iteration 36Q: 3 clusters Score -2492256 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 9111 members Entering Unmasked Estep Score: -2492255.250000 Penalty: 4739.698242 Iteration 37Q: 3 clusters Score -2492255 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 9108 members Entering Unmasked Estep Score: -2492259.750000 Penalty: 4739.698242 Iteration 38Q: 3 clusters Score -2492260 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 9104 members Entering Unmasked Estep Score: -2492262.750000 Penalty: 4739.698242 Iteration 39Q: 3 clusters Score -2492263 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -2492265.750000 Penalty: 4739.698242 Iteration 40F: 3 clusters Score -2492266 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -2492265.500000 Penalty: 4739.698242 Iteration 41Q: 3 clusters Score -2492266 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 9104 members Entering Unmasked Estep Score: -2492267.500000 Penalty: 4739.698242 Iteration 42Q: 3 clusters Score -2492268 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -2492267.250000 Penalty: 4739.698242 Iteration 43Q: 3 clusters Score -2492267 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -2492263.750000 Penalty: 4739.698242 Iteration 44Q: 3 clusters Score -2492264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -2492267.750000 Penalty: 4739.698242 Iteration 45Q: 3 clusters Score -2492268 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 9100 members Entering Unmasked Estep Score: -2492269.500000 Penalty: 4739.698242 Iteration 46Q: 3 clusters Score -2492270 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -2492264.750000 Penalty: 4739.698242 Iteration 47Q: 3 clusters Score -2492265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 9100 members Entering Unmasked Estep Score: -2492262.750000 Penalty: 4739.698242 Iteration 48Q: 3 clusters Score -2492263 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 9100 members Entering Unmasked Estep Score: -2492262.750000 Penalty: 4739.698242 Iteration 49F: 3 clusters Score -2492263 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Entering Unmasked Estep Score: -133072.718750 Penalty: 1666.614624 Iteration 0F: 2 clusters Score -133072.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -131325.843750 Penalty: 3333.229248 Iteration 0F: 3 clusters Score -131325.8 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -131697.718750 Penalty: 3333.229248 Iteration 1F: 3 clusters Score -131697.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -131856.375000 Penalty: 3333.229248 Iteration 2F: 3 clusters Score -131856.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -132030.937500 Penalty: 3333.229248 Iteration 3F: 3 clusters Score -132030.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -132110.515625 Penalty: 3333.229248 Iteration 4Q: 3 clusters Score -132110.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -132177.640625 Penalty: 3333.229248 Iteration 5Q: 3 clusters Score -132177.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -132226.015625 Penalty: 3333.229248 Iteration 6Q: 3 clusters Score -132226 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -132261.781250 Penalty: 3333.229248 Iteration 7Q: 3 clusters Score -132261.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -132278.031250 Penalty: 3333.229248 Iteration 8Q: 3 clusters Score -132278 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -132284.140625 Penalty: 3333.229248 Iteration 9Q: 3 clusters Score -132284.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -132302.796875 Penalty: 3333.229248 Iteration 10Q: 3 clusters Score -132302.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -132314.250000 Penalty: 3333.229248 Iteration 11Q: 3 clusters Score -132314.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -132331.453125 Penalty: 3333.229248 Iteration 12Q: 3 clusters Score -132331.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -132351.250000 Penalty: 3333.229248 Iteration 13Q: 3 clusters Score -132351.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -132396.578125 Penalty: 3333.229248 Iteration 14Q: 3 clusters Score -132396.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -132423.671875 Penalty: 3333.229248 Iteration 15Q: 3 clusters Score -132423.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -132439.343750 Penalty: 3333.229248 Iteration 16Q: 3 clusters Score -132439.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -132453.359375 Penalty: 3333.229248 Iteration 17Q: 3 clusters Score -132453.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -132470.984375 Penalty: 3333.229248 Iteration 18Q: 3 clusters Score -132471 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -132483.265625 Penalty: 3333.229248 Iteration 19Q: 3 clusters Score -132483.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -132499.062500 Penalty: 3333.229248 Iteration 20F: 3 clusters Score -132499.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -132515.218750 Penalty: 3333.229248 Iteration 21Q: 3 clusters Score -132515.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -132527.468750 Penalty: 3333.229248 Iteration 22Q: 3 clusters Score -132527.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -132532.765625 Penalty: 3333.229248 Iteration 23Q: 3 clusters Score -132532.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -132542.625000 Penalty: 3333.229248 Iteration 24Q: 3 clusters Score -132542.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -132556.625000 Penalty: 3333.229248 Iteration 25Q: 3 clusters Score -132556.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -132560.156250 Penalty: 3333.229248 Iteration 26Q: 3 clusters Score -132560.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -132561.046875 Penalty: 3333.229248 Iteration 27Q: 3 clusters Score -132561 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -132564.609375 Penalty: 3333.229248 Iteration 28Q: 3 clusters Score -132564.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -132564.609375 Penalty: 3333.229248 Iteration 29F: 3 clusters Score -132564.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Entering Unmasked Estep Score: -76833.429688 Penalty: 1573.282349 Iteration 0F: 2 clusters Score -76833.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -75348.117188 Penalty: 3146.564697 Iteration 0F: 3 clusters Score -75348.12 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -75698.250000 Penalty: 3146.564697 Iteration 1F: 3 clusters Score -75698.25 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -75982.601562 Penalty: 3146.564697 Iteration 2F: 3 clusters Score -75982.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -76182.140625 Penalty: 3146.564697 Iteration 3F: 3 clusters Score -76182.14 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -76389.632812 Penalty: 3146.564697 Iteration 4F: 3 clusters Score -76389.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -76472.109375 Penalty: 3146.564697 Iteration 5Q: 3 clusters Score -76472.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -76515.250000 Penalty: 3146.564697 Iteration 6Q: 3 clusters Score -76515.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -76542.671875 Penalty: 3146.564697 Iteration 7Q: 3 clusters Score -76542.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -76606.265625 Penalty: 3146.564697 Iteration 8Q: 3 clusters Score -76606.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -76648.726562 Penalty: 3146.564697 Iteration 9Q: 3 clusters Score -76648.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -76661.101562 Penalty: 3146.564697 Iteration 10Q: 3 clusters Score -76661.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -76671.585938 Penalty: 3146.564697 Iteration 11Q: 3 clusters Score -76671.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -76671.585938 Penalty: 3146.564697 Iteration 12F: 3 clusters Score -76671.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Entering Unmasked Estep Score: -1052414.375000 Penalty: 2154.318359 Iteration 0F: 2 clusters Score -1052414 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -1047360.687500 Penalty: 4308.636719 Iteration 0F: 3 clusters Score -1047361 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -1048730.000000 Penalty: 4308.636719 Iteration 1F: 3 clusters Score -1048730 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -1049113.875000 Penalty: 4308.636719 Iteration 2F: 3 clusters Score -1049114 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1049380.625000 Penalty: 4308.636719 Iteration 3F: 3 clusters Score -1049381 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1049554.000000 Penalty: 4308.636719 Iteration 4F: 3 clusters Score -1049554 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1049672.625000 Penalty: 4308.636719 Iteration 5Q: 3 clusters Score -1049673 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -1049757.375000 Penalty: 4308.636719 Iteration 6Q: 3 clusters Score -1049757 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1049820.750000 Penalty: 4308.636719 Iteration 7Q: 3 clusters Score -1049821 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -1049871.125000 Penalty: 4308.636719 Iteration 8Q: 3 clusters Score -1049871 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -1049912.875000 Penalty: 4308.636719 Iteration 9Q: 3 clusters Score -1049913 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -1049940.375000 Penalty: 4308.636719 Iteration 10Q: 3 clusters Score -1049940 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1049960.750000 Penalty: 4308.636719 Iteration 11Q: 3 clusters Score -1049961 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1049990.375000 Penalty: 4308.636719 Iteration 12Q: 3 clusters Score -1049990 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -1050013.875000 Penalty: 4308.636719 Iteration 13Q: 3 clusters Score -1050014 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -1050039.375000 Penalty: 4308.636719 Iteration 14Q: 3 clusters Score -1050039 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -1050065.750000 Penalty: 4308.636719 Iteration 15Q: 3 clusters Score -1050066 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1050085.750000 Penalty: 4308.636719 Iteration 16Q: 3 clusters Score -1050086 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -1050105.125000 Penalty: 4308.636719 Iteration 17Q: 3 clusters Score -1050105 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -1050121.250000 Penalty: 4308.636719 Iteration 18Q: 3 clusters Score -1050121 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1050136.875000 Penalty: 4308.636719 Iteration 19Q: 3 clusters Score -1050137 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -1050154.875000 Penalty: 4308.636719 Iteration 20F: 3 clusters Score -1050155 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1050166.625000 Penalty: 4308.636719 Iteration 21Q: 3 clusters Score -1050167 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1050176.625000 Penalty: 4308.636719 Iteration 22Q: 3 clusters Score -1050177 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1050187.125000 Penalty: 4308.636719 Iteration 23Q: 3 clusters Score -1050187 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1050205.875000 Penalty: 4308.636719 Iteration 24Q: 3 clusters Score -1050206 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1050225.000000 Penalty: 4308.636719 Iteration 25Q: 3 clusters Score -1050225 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -1050244.500000 Penalty: 4308.636719 Iteration 26Q: 3 clusters Score -1050244 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1050261.000000 Penalty: 4308.636719 Iteration 27Q: 3 clusters Score -1050261 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -1050281.375000 Penalty: 4308.636719 Iteration 28Q: 3 clusters Score -1050281 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -1050304.500000 Penalty: 4308.636719 Iteration 29Q: 3 clusters Score -1050304 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1050325.750000 Penalty: 4308.636719 Iteration 30Q: 3 clusters Score -1050326 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -1050343.000000 Penalty: 4308.636719 Iteration 31Q: 3 clusters Score -1050343 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -1050358.375000 Penalty: 4308.636719 Iteration 32Q: 3 clusters Score -1050358 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1050370.625000 Penalty: 4308.636719 Iteration 33Q: 3 clusters Score -1050371 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -1050384.375000 Penalty: 4308.636719 Iteration 34Q: 3 clusters Score -1050384 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1050400.375000 Penalty: 4308.636719 Iteration 35Q: 3 clusters Score -1050400 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1050414.875000 Penalty: 4308.636719 Iteration 36Q: 3 clusters Score -1050415 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1050431.625000 Penalty: 4308.636719 Iteration 37Q: 3 clusters Score -1050432 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1050454.625000 Penalty: 4308.636719 Iteration 38Q: 3 clusters Score -1050455 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -1050468.375000 Penalty: 4308.636719 Iteration 39Q: 3 clusters Score -1050468 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -1050477.375000 Penalty: 4308.636719 Iteration 40F: 3 clusters Score -1050477 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1050489.625000 Penalty: 4308.636719 Iteration 41Q: 3 clusters Score -1050490 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1050504.125000 Penalty: 4308.636719 Iteration 42Q: 3 clusters Score -1050504 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1050509.625000 Penalty: 4308.636719 Iteration 43Q: 3 clusters Score -1050510 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1050514.625000 Penalty: 4308.636719 Iteration 44Q: 3 clusters Score -1050515 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -1050520.750000 Penalty: 4308.636719 Iteration 45Q: 3 clusters Score -1050521 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -1050524.750000 Penalty: 4308.636719 Iteration 46Q: 3 clusters Score -1050525 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1050527.375000 Penalty: 4308.636719 Iteration 47Q: 3 clusters Score -1050527 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -1050529.000000 Penalty: 4308.636719 Iteration 48Q: 3 clusters Score -1050529 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -1050531.625000 Penalty: 4308.636719 Iteration 49Q: 3 clusters Score -1050532 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -1050536.250000 Penalty: 4308.636719 Iteration 50Q: 3 clusters Score -1050536 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -1050542.625000 Penalty: 4308.636719 Iteration 51Q: 3 clusters Score -1050543 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1050543.250000 Penalty: 4308.636719 Iteration 52Q: 3 clusters Score -1050543 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1050547.125000 Penalty: 4308.636719 Iteration 53Q: 3 clusters Score -1050547 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -1050552.000000 Penalty: 4308.636719 Iteration 54Q: 3 clusters Score -1050552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1050555.125000 Penalty: 4308.636719 Iteration 55Q: 3 clusters Score -1050555 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1050552.875000 Penalty: 4308.636719 Iteration 56Q: 3 clusters Score -1050553 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -1050553.125000 Penalty: 4308.636719 Iteration 57Q: 3 clusters Score -1050553 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1050555.000000 Penalty: 4308.636719 Iteration 58Q: 3 clusters Score -1050555 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -1050556.750000 Penalty: 4308.636719 Iteration 59Q: 3 clusters Score -1050557 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -1050559.250000 Penalty: 4308.636719 Iteration 60F: 3 clusters Score -1050559 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -1050561.000000 Penalty: 4308.636719 Iteration 61Q: 3 clusters Score -1050561 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -1050564.500000 Penalty: 4308.636719 Iteration 62Q: 3 clusters Score -1050564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1050565.750000 Penalty: 4308.636719 Iteration 63Q: 3 clusters Score -1050566 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -1050565.000000 Penalty: 4308.636719 Iteration 64Q: 3 clusters Score -1050565 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1050564.250000 Penalty: 4308.636719 Iteration 65Q: 3 clusters Score -1050564 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1050564.250000 Penalty: 4308.636719 Iteration 66F: 3 clusters Score -1050564 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Entering Unmasked Estep Score: -78546.812500 Penalty: 1571.971313 Iteration 0F: 2 clusters Score -78546.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -77043.218750 Penalty: 3143.942627 Iteration 0F: 3 clusters Score -77043.22 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -77314.132812 Penalty: 3143.942627 Iteration 1F: 3 clusters Score -77314.13 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -77391.507812 Penalty: 3143.942627 Iteration 2F: 3 clusters Score -77391.51 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -77441.804688 Penalty: 3143.942627 Iteration 3Q: 3 clusters Score -77441.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -77466.593750 Penalty: 3143.942627 Iteration 4Q: 3 clusters Score -77466.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -77488.148438 Penalty: 3143.942627 Iteration 5Q: 3 clusters Score -77488.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -77534.882812 Penalty: 3143.942627 Iteration 6Q: 3 clusters Score -77534.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -77542.562500 Penalty: 3143.942627 Iteration 7Q: 3 clusters Score -77542.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -77544.273438 Penalty: 3143.942627 Iteration 8Q: 3 clusters Score -77544.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -77560.539062 Penalty: 3143.942627 Iteration 9Q: 3 clusters Score -77560.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -77584.992188 Penalty: 3143.942627 Iteration 10Q: 3 clusters Score -77584.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -77594.851562 Penalty: 3143.942627 Iteration 11Q: 3 clusters Score -77594.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -77594.851562 Penalty: 3143.942627 Iteration 12F: 3 clusters Score -77594.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Entering Unmasked Estep Score: -98179.304688 Penalty: 1580.159790 Iteration 0F: 2 clusters Score -98179.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -96726.578125 Penalty: 3160.319580 Iteration 0F: 3 clusters Score -96726.58 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -97081.359375 Penalty: 3160.319580 Iteration 1F: 3 clusters Score -97081.36 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -97275.570312 Penalty: 3160.319580 Iteration 2F: 3 clusters Score -97275.57 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -97388.093750 Penalty: 3160.319580 Iteration 3F: 3 clusters Score -97388.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -97534.734375 Penalty: 3160.319580 Iteration 4Q: 3 clusters Score -97534.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -97622.953125 Penalty: 3160.319580 Iteration 5Q: 3 clusters Score -97622.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -97665.328125 Penalty: 3160.319580 Iteration 6Q: 3 clusters Score -97665.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -97689.968750 Penalty: 3160.319580 Iteration 7Q: 3 clusters Score -97689.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -97694.867188 Penalty: 3160.319580 Iteration 8Q: 3 clusters Score -97694.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -97695.906250 Penalty: 3160.319580 Iteration 9Q: 3 clusters Score -97695.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -97697.195312 Penalty: 3160.319580 Iteration 10Q: 3 clusters Score -97697.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -97697.195312 Penalty: 3160.319580 Iteration 11F: 3 clusters Score -97697.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Entering Unmasked Estep Score: -448855.312500 Penalty: 1954.251953 Iteration 0F: 2 clusters Score -448855.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -445842.218750 Penalty: 3908.503906 Iteration 0F: 3 clusters Score -445842.2 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -446602.468750 Penalty: 3908.503906 Iteration 1F: 3 clusters Score -446602.5 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -446947.250000 Penalty: 3908.503906 Iteration 2F: 3 clusters Score -446947.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -447145.250000 Penalty: 3908.503906 Iteration 3F: 3 clusters Score -447145.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -447275.875000 Penalty: 3908.503906 Iteration 4Q: 3 clusters Score -447275.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -447396.218750 Penalty: 3908.503906 Iteration 5Q: 3 clusters Score -447396.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -447503.468750 Penalty: 3908.503906 Iteration 6Q: 3 clusters Score -447503.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -447590.093750 Penalty: 3908.503906 Iteration 7Q: 3 clusters Score -447590.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -447661.343750 Penalty: 3908.503906 Iteration 8Q: 3 clusters Score -447661.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -447713.250000 Penalty: 3908.503906 Iteration 9Q: 3 clusters Score -447713.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -447787.437500 Penalty: 3908.503906 Iteration 10Q: 3 clusters Score -447787.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -447843.343750 Penalty: 3908.503906 Iteration 11Q: 3 clusters Score -447843.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -447871.406250 Penalty: 3908.503906 Iteration 12Q: 3 clusters Score -447871.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -447900.218750 Penalty: 3908.503906 Iteration 13Q: 3 clusters Score -447900.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -447912.906250 Penalty: 3908.503906 Iteration 14Q: 3 clusters Score -447912.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -447922.781250 Penalty: 3908.503906 Iteration 15Q: 3 clusters Score -447922.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -447925.500000 Penalty: 3908.503906 Iteration 16Q: 3 clusters Score -447925.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -447927.156250 Penalty: 3908.503906 Iteration 17Q: 3 clusters Score -447927.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -447927.156250 Penalty: 3908.503906 Iteration 18F: 3 clusters Score -447927.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Entering Unmasked Estep Score: -381710.812500 Penalty: 1914.894531 Iteration 0F: 2 clusters Score -381710.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -378915.250000 Penalty: 3829.789062 Iteration 0F: 3 clusters Score -378915.2 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -379429.093750 Penalty: 3829.789062 Iteration 1F: 3 clusters Score -379429.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -379595.343750 Penalty: 3829.789062 Iteration 2F: 3 clusters Score -379595.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -379674.437500 Penalty: 3829.789062 Iteration 3Q: 3 clusters Score -379674.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -379740.562500 Penalty: 3829.789062 Iteration 4Q: 3 clusters Score -379740.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -379792.750000 Penalty: 3829.789062 Iteration 5Q: 3 clusters Score -379792.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -379835.000000 Penalty: 3829.789062 Iteration 6Q: 3 clusters Score -379835 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -379879.468750 Penalty: 3829.789062 Iteration 7Q: 3 clusters Score -379879.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -379912.156250 Penalty: 3829.789062 Iteration 8Q: 3 clusters Score -379912.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -379955.562500 Penalty: 3829.789062 Iteration 9Q: 3 clusters Score -379955.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -379997.593750 Penalty: 3829.789062 Iteration 10Q: 3 clusters Score -379997.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -380030.937500 Penalty: 3829.789062 Iteration 11Q: 3 clusters Score -380030.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -380058.937500 Penalty: 3829.789062 Iteration 12Q: 3 clusters Score -380058.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -380075.750000 Penalty: 3829.789062 Iteration 13Q: 3 clusters Score -380075.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -380087.343750 Penalty: 3829.789062 Iteration 14Q: 3 clusters Score -380087.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -380102.750000 Penalty: 3829.789062 Iteration 15Q: 3 clusters Score -380102.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -380115.000000 Penalty: 3829.789062 Iteration 16Q: 3 clusters Score -380115 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -380126.437500 Penalty: 3829.789062 Iteration 17Q: 3 clusters Score -380126.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -380138.031250 Penalty: 3829.789062 Iteration 18Q: 3 clusters Score -380138 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -380150.718750 Penalty: 3829.789062 Iteration 19Q: 3 clusters Score -380150.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -380169.406250 Penalty: 3829.789062 Iteration 20F: 3 clusters Score -380169.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -380194.843750 Penalty: 3829.789062 Iteration 21Q: 3 clusters Score -380194.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -380215.843750 Penalty: 3829.789062 Iteration 22Q: 3 clusters Score -380215.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -380224.312500 Penalty: 3829.789062 Iteration 23Q: 3 clusters Score -380224.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -380231.687500 Penalty: 3829.789062 Iteration 24Q: 3 clusters Score -380231.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -380239.218750 Penalty: 3829.789062 Iteration 25Q: 3 clusters Score -380239.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -380246.437500 Penalty: 3829.789062 Iteration 26Q: 3 clusters Score -380246.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -380254.625000 Penalty: 3829.789062 Iteration 27Q: 3 clusters Score -380254.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -380261.218750 Penalty: 3829.789062 Iteration 28Q: 3 clusters Score -380261.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -380269.343750 Penalty: 3829.789062 Iteration 29Q: 3 clusters Score -380269.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -380279.687500 Penalty: 3829.789062 Iteration 30Q: 3 clusters Score -380279.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -380291.531250 Penalty: 3829.789062 Iteration 31Q: 3 clusters Score -380291.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -380297.781250 Penalty: 3829.789062 Iteration 32Q: 3 clusters Score -380297.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -380301.343750 Penalty: 3829.789062 Iteration 33Q: 3 clusters Score -380301.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -380306.625000 Penalty: 3829.789062 Iteration 34Q: 3 clusters Score -380306.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -380314.875000 Penalty: 3829.789062 Iteration 35Q: 3 clusters Score -380314.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -380319.125000 Penalty: 3829.789062 Iteration 36Q: 3 clusters Score -380319.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -380322.437500 Penalty: 3829.789062 Iteration 37Q: 3 clusters Score -380322.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -380325.468750 Penalty: 3829.789062 Iteration 38Q: 3 clusters Score -380325.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -380327.093750 Penalty: 3829.789062 Iteration 39Q: 3 clusters Score -380327.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -380327.000000 Penalty: 3829.789062 Iteration 40F: 3 clusters Score -380327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -380328.125000 Penalty: 3829.789062 Iteration 41Q: 3 clusters Score -380328.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -380328.125000 Penalty: 3829.789062 Iteration 42F: 3 clusters Score -380328.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Entering Unmasked Estep Score: -27325.132812 Penalty: 1345.387573 Iteration 0F: 2 clusters Score -27325.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -26298.955078 Penalty: 2690.775146 Iteration 0F: 3 clusters Score -26298.96 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -26496.005859 Penalty: 2690.775146 Iteration 1F: 3 clusters Score -26496.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -26639.167969 Penalty: 2690.775146 Iteration 2F: 3 clusters Score -26639.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -26667.982422 Penalty: 2690.775146 Iteration 3Q: 3 clusters Score -26667.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -26725.009766 Penalty: 2690.775146 Iteration 4Q: 3 clusters Score -26725.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -26738.167969 Penalty: 2690.775146 Iteration 5Q: 3 clusters Score -26738.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -26746.761719 Penalty: 2690.775146 Iteration 6Q: 3 clusters Score -26746.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -26746.761719 Penalty: 2690.775146 Iteration 7F: 3 clusters Score -26746.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -23518.566406 Penalty: 1257.088257 Iteration 0F: 2 clusters Score -23518.57 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 80 members Entering Unmasked Estep Score: -22803.634766 Penalty: 2514.176514 Iteration 0F: 3 clusters Score -22803.63 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -22928.320312 Penalty: 2514.176514 Iteration 1F: 3 clusters Score -22928.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -22958.031250 Penalty: 2514.176514 Iteration 2Q: 3 clusters Score -22958.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -22958.031250 Penalty: 2514.176514 Iteration 3F: 3 clusters Score -22958.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -113898.765625 Penalty: 1629.231323 Iteration 0F: 2 clusters Score -113898.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -112178.234375 Penalty: 3258.462646 Iteration 0F: 3 clusters Score -112178.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -112403.210938 Penalty: 3258.462646 Iteration 1F: 3 clusters Score -112403.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -112491.515625 Penalty: 3258.462646 Iteration 2F: 3 clusters Score -112491.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -112521.976562 Penalty: 3258.462646 Iteration 3Q: 3 clusters Score -112522 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -112557.320312 Penalty: 3258.462646 Iteration 4Q: 3 clusters Score -112557.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -112572.179688 Penalty: 3258.462646 Iteration 5Q: 3 clusters Score -112572.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -112591.039062 Penalty: 3258.462646 Iteration 6Q: 3 clusters Score -112591 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -112602.453125 Penalty: 3258.462646 Iteration 7Q: 3 clusters Score -112602.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -112621.367188 Penalty: 3258.462646 Iteration 8Q: 3 clusters Score -112621.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -112623.531250 Penalty: 3258.462646 Iteration 9Q: 3 clusters Score -112623.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -112623.531250 Penalty: 3258.462646 Iteration 10F: 3 clusters Score -112623.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (10922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Entering Unmasked Estep Score: -1921166.250000 Penalty: 2306.036621 Iteration 0F: 2 clusters Score -1921166 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -1912889.875000 Penalty: 4612.073242 Iteration 0F: 3 clusters Score -1912890 nChanged 4595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1915554.125000 Penalty: 4612.073242 Iteration 1F: 3 clusters Score -1915554 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -1916104.875000 Penalty: 4612.073242 Iteration 2F: 3 clusters Score -1916105 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -1916626.000000 Penalty: 4612.073242 Iteration 3F: 3 clusters Score -1916626 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -1917147.000000 Penalty: 4612.073242 Iteration 4F: 3 clusters Score -1917147 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -1917598.750000 Penalty: 4612.073242 Iteration 5F: 3 clusters Score -1917599 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -1917933.000000 Penalty: 4612.073242 Iteration 6F: 3 clusters Score -1917933 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -1918170.375000 Penalty: 4612.073242 Iteration 7Q: 3 clusters Score -1918170 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -1918307.250000 Penalty: 4612.073242 Iteration 8Q: 3 clusters Score -1918307 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -1918431.375000 Penalty: 4612.073242 Iteration 9Q: 3 clusters Score -1918431 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -1918518.625000 Penalty: 4612.073242 Iteration 10Q: 3 clusters Score -1918519 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -1918600.000000 Penalty: 4612.073242 Iteration 11Q: 3 clusters Score -1918600 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -1918661.750000 Penalty: 4612.073242 Iteration 12Q: 3 clusters Score -1918662 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -1918709.000000 Penalty: 4612.073242 Iteration 13Q: 3 clusters Score -1918709 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 8205 members Entering Unmasked Estep Score: -1918744.250000 Penalty: 4612.073242 Iteration 14Q: 3 clusters Score -1918744 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -1918776.875000 Penalty: 4612.073242 Iteration 15Q: 3 clusters Score -1918777 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 8354 members Entering Unmasked Estep Score: -1918798.875000 Penalty: 4612.073242 Iteration 16Q: 3 clusters Score -1918799 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -1918817.250000 Penalty: 4612.073242 Iteration 17Q: 3 clusters Score -1918817 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -1918836.125000 Penalty: 4612.073242 Iteration 18Q: 3 clusters Score -1918836 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -1918855.500000 Penalty: 4612.073242 Iteration 19Q: 3 clusters Score -1918856 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 8598 members Entering Unmasked Estep Score: -1918864.375000 Penalty: 4612.073242 Iteration 20F: 3 clusters Score -1918864 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -1918883.125000 Penalty: 4612.073242 Iteration 21Q: 3 clusters Score -1918883 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -1918893.500000 Penalty: 4612.073242 Iteration 22Q: 3 clusters Score -1918894 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -1918907.375000 Penalty: 4612.073242 Iteration 23Q: 3 clusters Score -1918907 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -1918923.375000 Penalty: 4612.073242 Iteration 24Q: 3 clusters Score -1918923 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -1918934.125000 Penalty: 4612.073242 Iteration 25Q: 3 clusters Score -1918934 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -1918952.500000 Penalty: 4612.073242 Iteration 26Q: 3 clusters Score -1918952 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 8902 members Entering Unmasked Estep Score: -1918961.000000 Penalty: 4612.073242 Iteration 27Q: 3 clusters Score -1918961 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 8949 members Entering Unmasked Estep Score: -1918983.250000 Penalty: 4612.073242 Iteration 28Q: 3 clusters Score -1918983 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 9011 members Entering Unmasked Estep Score: -1919006.375000 Penalty: 4612.073242 Iteration 29Q: 3 clusters Score -1919006 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -1919027.875000 Penalty: 4612.073242 Iteration 30Q: 3 clusters Score -1919028 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -1919044.125000 Penalty: 4612.073242 Iteration 31Q: 3 clusters Score -1919044 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -1919063.875000 Penalty: 4612.073242 Iteration 32Q: 3 clusters Score -1919064 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 9225 members Entering Unmasked Estep Score: -1919085.500000 Penalty: 4612.073242 Iteration 33Q: 3 clusters Score -1919086 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -1919109.125000 Penalty: 4612.073242 Iteration 34Q: 3 clusters Score -1919109 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 9328 members Entering Unmasked Estep Score: -1919121.875000 Penalty: 4612.073242 Iteration 35Q: 3 clusters Score -1919122 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 9371 members Entering Unmasked Estep Score: -1919140.000000 Penalty: 4612.073242 Iteration 36Q: 3 clusters Score -1919140 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 9406 members Entering Unmasked Estep Score: -1919151.750000 Penalty: 4612.073242 Iteration 37Q: 3 clusters Score -1919152 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -1919170.125000 Penalty: 4612.073242 Iteration 38Q: 3 clusters Score -1919170 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -1919177.625000 Penalty: 4612.073242 Iteration 39Q: 3 clusters Score -1919178 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -1919193.375000 Penalty: 4612.073242 Iteration 40F: 3 clusters Score -1919193 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -1919209.375000 Penalty: 4612.073242 Iteration 41Q: 3 clusters Score -1919209 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 9584 members Entering Unmasked Estep Score: -1919224.250000 Penalty: 4612.073242 Iteration 42Q: 3 clusters Score -1919224 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -1919247.625000 Penalty: 4612.073242 Iteration 43Q: 3 clusters Score -1919248 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -1919265.750000 Penalty: 4612.073242 Iteration 44Q: 3 clusters Score -1919266 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 9678 members Entering Unmasked Estep Score: -1919281.750000 Penalty: 4612.073242 Iteration 45Q: 3 clusters Score -1919282 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -1919287.000000 Penalty: 4612.073242 Iteration 46Q: 3 clusters Score -1919287 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -1919306.125000 Penalty: 4612.073242 Iteration 47Q: 3 clusters Score -1919306 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -1919322.000000 Penalty: 4612.073242 Iteration 48Q: 3 clusters Score -1919322 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 9786 members Entering Unmasked Estep Score: -1919335.250000 Penalty: 4612.073242 Iteration 49Q: 3 clusters Score -1919335 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -1919341.500000 Penalty: 4612.073242 Iteration 50Q: 3 clusters Score -1919342 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 9816 members Entering Unmasked Estep Score: -1919348.000000 Penalty: 4612.073242 Iteration 51Q: 3 clusters Score -1919348 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 9826 members Entering Unmasked Estep Score: -1919352.000000 Penalty: 4612.073242 Iteration 52Q: 3 clusters Score -1919352 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 9834 members Entering Unmasked Estep Score: -1919360.875000 Penalty: 4612.073242 Iteration 53Q: 3 clusters Score -1919361 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 9844 members Entering Unmasked Estep Score: -1919367.875000 Penalty: 4612.073242 Iteration 54Q: 3 clusters Score -1919368 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -1919376.375000 Penalty: 4612.073242 Iteration 55Q: 3 clusters Score -1919376 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 9869 members Entering Unmasked Estep Score: -1919384.875000 Penalty: 4612.073242 Iteration 56Q: 3 clusters Score -1919385 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 9883 members Entering Unmasked Estep Score: -1919408.250000 Penalty: 4612.073242 Iteration 57Q: 3 clusters Score -1919408 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -1919419.875000 Penalty: 4612.073242 Iteration 58Q: 3 clusters Score -1919420 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 9922 members Entering Unmasked Estep Score: -1919435.500000 Penalty: 4612.073242 Iteration 59Q: 3 clusters Score -1919436 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 9932 members Entering Unmasked Estep Score: -1919443.250000 Penalty: 4612.073242 Iteration 60F: 3 clusters Score -1919443 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 9939 members Entering Unmasked Estep Score: -1919449.500000 Penalty: 4612.073242 Iteration 61Q: 3 clusters Score -1919450 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -1919455.625000 Penalty: 4612.073242 Iteration 62Q: 3 clusters Score -1919456 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -1919459.250000 Penalty: 4612.073242 Iteration 63Q: 3 clusters Score -1919459 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -1919461.125000 Penalty: 4612.073242 Iteration 64Q: 3 clusters Score -1919461 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 9958 members Entering Unmasked Estep Score: -1919460.000000 Penalty: 4612.073242 Iteration 65Q: 3 clusters Score -1919460 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 9958 members Entering Unmasked Estep Score: -1919460.000000 Penalty: 4612.073242 Iteration 66F: 3 clusters Score -1919460 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -84819.835938 Penalty: 1561.683105 Iteration 0F: 2 clusters Score -84819.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -83286.195312 Penalty: 3123.366211 Iteration 0F: 3 clusters Score -83286.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -83491.625000 Penalty: 3123.366211 Iteration 1F: 3 clusters Score -83491.62 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -83565.656250 Penalty: 3123.366211 Iteration 2F: 3 clusters Score -83565.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -83588.695312 Penalty: 3123.366211 Iteration 3Q: 3 clusters Score -83588.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -83604.132812 Penalty: 3123.366211 Iteration 4Q: 3 clusters Score -83604.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -83607.367188 Penalty: 3123.366211 Iteration 5Q: 3 clusters Score -83607.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -83621.484375 Penalty: 3123.366211 Iteration 6Q: 3 clusters Score -83621.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -83637.859375 Penalty: 3123.366211 Iteration 7Q: 3 clusters Score -83637.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -83675.992188 Penalty: 3123.366211 Iteration 8Q: 3 clusters Score -83675.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -83689.515625 Penalty: 3123.366211 Iteration 9Q: 3 clusters Score -83689.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -83695.843750 Penalty: 3123.366211 Iteration 10Q: 3 clusters Score -83695.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -83702.226562 Penalty: 3123.366211 Iteration 11Q: 3 clusters Score -83702.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -83707.062500 Penalty: 3123.366211 Iteration 12Q: 3 clusters Score -83707.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -83711.648438 Penalty: 3123.366211 Iteration 13Q: 3 clusters Score -83711.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -83716.257812 Penalty: 3123.366211 Iteration 14Q: 3 clusters Score -83716.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -83728.585938 Penalty: 3123.366211 Iteration 15Q: 3 clusters Score -83728.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -83732.500000 Penalty: 3123.366211 Iteration 16Q: 3 clusters Score -83732.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -83732.500000 Penalty: 3123.366211 Iteration 17F: 3 clusters Score -83732.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2697 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Entering Unmasked Estep Score: -449679.500000 Penalty: 1959.173950 Iteration 0F: 2 clusters Score -449679.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -446639.687500 Penalty: 3918.347900 Iteration 0F: 3 clusters Score -446639.7 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -447415.656250 Penalty: 3918.347900 Iteration 1F: 3 clusters Score -447415.7 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -447862.218750 Penalty: 3918.347900 Iteration 2F: 3 clusters Score -447862.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -448296.093750 Penalty: 3918.347900 Iteration 3F: 3 clusters Score -448296.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -448711.156250 Penalty: 3918.347900 Iteration 4F: 3 clusters Score -448711.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -449032.531250 Penalty: 3918.347900 Iteration 5F: 3 clusters Score -449032.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -449208.968750 Penalty: 3918.347900 Iteration 6Q: 3 clusters Score -449209 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -449307.750000 Penalty: 3918.347900 Iteration 7Q: 3 clusters Score -449307.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -449365.375000 Penalty: 3918.347900 Iteration 8Q: 3 clusters Score -449365.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -449397.218750 Penalty: 3918.347900 Iteration 9Q: 3 clusters Score -449397.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -449421.156250 Penalty: 3918.347900 Iteration 10Q: 3 clusters Score -449421.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -449437.562500 Penalty: 3918.347900 Iteration 11Q: 3 clusters Score -449437.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -449451.125000 Penalty: 3918.347900 Iteration 12Q: 3 clusters Score -449451.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -449460.468750 Penalty: 3918.347900 Iteration 13Q: 3 clusters Score -449460.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -449471.437500 Penalty: 3918.347900 Iteration 14Q: 3 clusters Score -449471.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -449490.343750 Penalty: 3918.347900 Iteration 15Q: 3 clusters Score -449490.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -449502.312500 Penalty: 3918.347900 Iteration 16Q: 3 clusters Score -449502.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -449506.656250 Penalty: 3918.347900 Iteration 17Q: 3 clusters Score -449506.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -449515.187500 Penalty: 3918.347900 Iteration 18Q: 3 clusters Score -449515.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -449522.500000 Penalty: 3918.347900 Iteration 19Q: 3 clusters Score -449522.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -449523.781250 Penalty: 3918.347900 Iteration 20F: 3 clusters Score -449523.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -449524.156250 Penalty: 3918.347900 Iteration 21Q: 3 clusters Score -449524.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -449525.718750 Penalty: 3918.347900 Iteration 22Q: 3 clusters Score -449525.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -449527.187500 Penalty: 3918.347900 Iteration 23Q: 3 clusters Score -449527.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -449528.968750 Penalty: 3918.347900 Iteration 24Q: 3 clusters Score -449529 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -449530.062500 Penalty: 3918.347900 Iteration 25Q: 3 clusters Score -449530.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -449530.062500 Penalty: 3918.347900 Iteration 26F: 3 clusters Score -449530.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Entering Unmasked Estep Score: -44817.335938 Penalty: 1492.611084 Iteration 0F: 2 clusters Score -44817.34 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 218 members Entering Unmasked Estep Score: -43446.656250 Penalty: 2985.222168 Iteration 0F: 3 clusters Score -43446.66 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -43676.464844 Penalty: 2985.222168 Iteration 1F: 3 clusters Score -43676.46 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -43805.863281 Penalty: 2985.222168 Iteration 2F: 3 clusters Score -43805.86 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -43883.328125 Penalty: 2985.222168 Iteration 3Q: 3 clusters Score -43883.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -43926.574219 Penalty: 2985.222168 Iteration 4Q: 3 clusters Score -43926.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -43959.726562 Penalty: 2985.222168 Iteration 5Q: 3 clusters Score -43959.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -43988.277344 Penalty: 2985.222168 Iteration 6Q: 3 clusters Score -43988.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -44021.425781 Penalty: 2985.222168 Iteration 7Q: 3 clusters Score -44021.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -44025.636719 Penalty: 2985.222168 Iteration 8Q: 3 clusters Score -44025.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -44034.441406 Penalty: 2985.222168 Iteration 9Q: 3 clusters Score -44034.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -44037.480469 Penalty: 2985.222168 Iteration 10Q: 3 clusters Score -44037.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -44039.886719 Penalty: 2985.222168 Iteration 11Q: 3 clusters Score -44039.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -44039.886719 Penalty: 2985.222168 Iteration 12F: 3 clusters Score -44039.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (10058 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10058 members Entering Unmasked Estep Score: -1793326.500000 Penalty: 2285.598633 Iteration 0F: 2 clusters Score -1793326 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -1785628.875000 Penalty: 4571.197266 Iteration 0F: 3 clusters Score -1785629 nChanged 4194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -1787941.500000 Penalty: 4571.197266 Iteration 1F: 3 clusters Score -1787942 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1788315.000000 Penalty: 4571.197266 Iteration 2F: 3 clusters Score -1788315 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -1788672.375000 Penalty: 4571.197266 Iteration 3F: 3 clusters Score -1788672 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -1789059.875000 Penalty: 4571.197266 Iteration 4F: 3 clusters Score -1789060 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1789511.125000 Penalty: 4571.197266 Iteration 5F: 3 clusters Score -1789511 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -1790008.500000 Penalty: 4571.197266 Iteration 6F: 3 clusters Score -1790008 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -1790461.250000 Penalty: 4571.197266 Iteration 7F: 3 clusters Score -1790461 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1790781.750000 Penalty: 4571.197266 Iteration 8Q: 3 clusters Score -1790782 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -1791006.625000 Penalty: 4571.197266 Iteration 9Q: 3 clusters Score -1791007 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -1791149.500000 Penalty: 4571.197266 Iteration 10Q: 3 clusters Score -1791150 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -1791266.750000 Penalty: 4571.197266 Iteration 11Q: 3 clusters Score -1791267 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -1791360.625000 Penalty: 4571.197266 Iteration 12Q: 3 clusters Score -1791361 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -1791430.875000 Penalty: 4571.197266 Iteration 13Q: 3 clusters Score -1791431 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -1791485.500000 Penalty: 4571.197266 Iteration 14Q: 3 clusters Score -1791486 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -1791536.625000 Penalty: 4571.197266 Iteration 15Q: 3 clusters Score -1791537 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -1791576.125000 Penalty: 4571.197266 Iteration 16Q: 3 clusters Score -1791576 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -1791622.250000 Penalty: 4571.197266 Iteration 17Q: 3 clusters Score -1791622 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -1791662.000000 Penalty: 4571.197266 Iteration 18Q: 3 clusters Score -1791662 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1791700.375000 Penalty: 4571.197266 Iteration 19Q: 3 clusters Score -1791700 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -1791722.875000 Penalty: 4571.197266 Iteration 20F: 3 clusters Score -1791723 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1791742.375000 Penalty: 4571.197266 Iteration 21Q: 3 clusters Score -1791742 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -1791757.375000 Penalty: 4571.197266 Iteration 22Q: 3 clusters Score -1791757 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -1791780.125000 Penalty: 4571.197266 Iteration 23Q: 3 clusters Score -1791780 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -1791806.875000 Penalty: 4571.197266 Iteration 24Q: 3 clusters Score -1791807 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -1791826.500000 Penalty: 4571.197266 Iteration 25Q: 3 clusters Score -1791826 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1791846.375000 Penalty: 4571.197266 Iteration 26Q: 3 clusters Score -1791846 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -1791879.625000 Penalty: 4571.197266 Iteration 27Q: 3 clusters Score -1791880 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -1791916.750000 Penalty: 4571.197266 Iteration 28Q: 3 clusters Score -1791917 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -1791952.875000 Penalty: 4571.197266 Iteration 29Q: 3 clusters Score -1791953 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -1791980.000000 Penalty: 4571.197266 Iteration 30Q: 3 clusters Score -1791980 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1792016.625000 Penalty: 4571.197266 Iteration 31Q: 3 clusters Score -1792017 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -1792055.125000 Penalty: 4571.197266 Iteration 32Q: 3 clusters Score -1792055 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -1792089.875000 Penalty: 4571.197266 Iteration 33Q: 3 clusters Score -1792090 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1792124.875000 Penalty: 4571.197266 Iteration 34Q: 3 clusters Score -1792125 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1792143.125000 Penalty: 4571.197266 Iteration 35Q: 3 clusters Score -1792143 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1792158.875000 Penalty: 4571.197266 Iteration 36Q: 3 clusters Score -1792159 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -1792174.875000 Penalty: 4571.197266 Iteration 37Q: 3 clusters Score -1792175 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1792188.750000 Penalty: 4571.197266 Iteration 38Q: 3 clusters Score -1792189 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -1792200.750000 Penalty: 4571.197266 Iteration 39Q: 3 clusters Score -1792201 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -1792212.000000 Penalty: 4571.197266 Iteration 40F: 3 clusters Score -1792212 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -1792216.875000 Penalty: 4571.197266 Iteration 41Q: 3 clusters Score -1792217 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -1792221.000000 Penalty: 4571.197266 Iteration 42Q: 3 clusters Score -1792221 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1792230.375000 Penalty: 4571.197266 Iteration 43Q: 3 clusters Score -1792230 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1792234.375000 Penalty: 4571.197266 Iteration 44Q: 3 clusters Score -1792234 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1792239.750000 Penalty: 4571.197266 Iteration 45Q: 3 clusters Score -1792240 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1792245.750000 Penalty: 4571.197266 Iteration 46Q: 3 clusters Score -1792246 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -1792253.000000 Penalty: 4571.197266 Iteration 47Q: 3 clusters Score -1792253 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1792257.000000 Penalty: 4571.197266 Iteration 48Q: 3 clusters Score -1792257 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1792260.750000 Penalty: 4571.197266 Iteration 49Q: 3 clusters Score -1792261 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1792264.500000 Penalty: 4571.197266 Iteration 50Q: 3 clusters Score -1792264 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1792272.000000 Penalty: 4571.197266 Iteration 51Q: 3 clusters Score -1792272 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -1792276.750000 Penalty: 4571.197266 Iteration 52Q: 3 clusters Score -1792277 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1792284.625000 Penalty: 4571.197266 Iteration 53Q: 3 clusters Score -1792285 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -1792285.625000 Penalty: 4571.197266 Iteration 54Q: 3 clusters Score -1792286 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -1792285.625000 Penalty: 4571.197266 Iteration 55Q: 3 clusters Score -1792286 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -1792292.875000 Penalty: 4571.197266 Iteration 56Q: 3 clusters Score -1792293 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -1792295.875000 Penalty: 4571.197266 Iteration 57Q: 3 clusters Score -1792296 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -1792296.375000 Penalty: 4571.197266 Iteration 58Q: 3 clusters Score -1792296 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1792303.625000 Penalty: 4571.197266 Iteration 59Q: 3 clusters Score -1792304 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1792307.750000 Penalty: 4571.197266 Iteration 60F: 3 clusters Score -1792308 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -1792311.250000 Penalty: 4571.197266 Iteration 61Q: 3 clusters Score -1792311 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -1792313.500000 Penalty: 4571.197266 Iteration 62Q: 3 clusters Score -1792314 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1792316.625000 Penalty: 4571.197266 Iteration 63Q: 3 clusters Score -1792317 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1792319.125000 Penalty: 4571.197266 Iteration 64Q: 3 clusters Score -1792319 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -1792322.750000 Penalty: 4571.197266 Iteration 65Q: 3 clusters Score -1792323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1792322.250000 Penalty: 4571.197266 Iteration 66Q: 3 clusters Score -1792322 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -1792323.625000 Penalty: 4571.197266 Iteration 67Q: 3 clusters Score -1792324 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -1792324.625000 Penalty: 4571.197266 Iteration 68Q: 3 clusters Score -1792325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -1792326.000000 Penalty: 4571.197266 Iteration 69Q: 3 clusters Score -1792326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -1792325.625000 Penalty: 4571.197266 Iteration 70Q: 3 clusters Score -1792326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -1792326.875000 Penalty: 4571.197266 Iteration 71Q: 3 clusters Score -1792327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -1792328.000000 Penalty: 4571.197266 Iteration 72Q: 3 clusters Score -1792328 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -1792328.625000 Penalty: 4571.197266 Iteration 73Q: 3 clusters Score -1792329 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -1792328.625000 Penalty: 4571.197266 Iteration 74F: 3 clusters Score -1792329 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Entering Unmasked Estep Score: -83805.148438 Penalty: 1568.885010 Iteration 0F: 2 clusters Score -83805.15 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 295 members Entering Unmasked Estep Score: -82270.492188 Penalty: 3137.770020 Iteration 0F: 3 clusters Score -82270.49 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -82467.382812 Penalty: 3137.770020 Iteration 1F: 3 clusters Score -82467.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -82514.843750 Penalty: 3137.770020 Iteration 2Q: 3 clusters Score -82514.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -82543.187500 Penalty: 3137.770020 Iteration 3Q: 3 clusters Score -82543.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -82556.687500 Penalty: 3137.770020 Iteration 4Q: 3 clusters Score -82556.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -82559.390625 Penalty: 3137.770020 Iteration 5Q: 3 clusters Score -82559.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -82564.679688 Penalty: 3137.770020 Iteration 6Q: 3 clusters Score -82564.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -82565.359375 Penalty: 3137.770020 Iteration 7Q: 3 clusters Score -82565.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -82566.593750 Penalty: 3137.770020 Iteration 8Q: 3 clusters Score -82566.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -82566.593750 Penalty: 3137.770020 Iteration 9F: 3 clusters Score -82566.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (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: -51023.550781 Penalty: 1410.369873 Iteration 0F: 2 clusters Score -51023.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -49852.406250 Penalty: 2820.739746 Iteration 0F: 3 clusters Score -49852.41 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -50027.980469 Penalty: 2820.739746 Iteration 1F: 3 clusters Score -50027.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -50110.835938 Penalty: 2820.739746 Iteration 2F: 3 clusters Score -50110.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -50213.066406 Penalty: 2820.739746 Iteration 3F: 3 clusters Score -50213.07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -50326.308594 Penalty: 2820.739746 Iteration 4F: 3 clusters Score -50326.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -50457.765625 Penalty: 2820.739746 Iteration 5F: 3 clusters Score -50457.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -50615.425781 Penalty: 2820.739746 Iteration 6Q: 3 clusters Score -50615.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -50664.285156 Penalty: 2820.739746 Iteration 7Q: 3 clusters Score -50664.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -50675.421875 Penalty: 2820.739746 Iteration 8Q: 3 clusters Score -50675.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -50675.421875 Penalty: 2820.739746 Iteration 9F: 3 clusters Score -50675.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Entering Unmasked Estep Score: -891943.437500 Penalty: 2115.956299 Iteration 0F: 2 clusters Score -891943.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -887358.500000 Penalty: 4231.912598 Iteration 0F: 3 clusters Score -887358.5 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -888393.687500 Penalty: 4231.912598 Iteration 1F: 3 clusters Score -888393.7 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -888600.687500 Penalty: 4231.912598 Iteration 2F: 3 clusters Score -888600.7 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -888768.062500 Penalty: 4231.912598 Iteration 3F: 3 clusters Score -888768.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -888915.687500 Penalty: 4231.912598 Iteration 4Q: 3 clusters Score -888915.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -889085.187500 Penalty: 4231.912598 Iteration 5Q: 3 clusters Score -889085.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -889295.000000 Penalty: 4231.912598 Iteration 6Q: 3 clusters Score -889295 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -889576.687500 Penalty: 4231.912598 Iteration 7Q: 3 clusters Score -889576.7 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -889921.875000 Penalty: 4231.912598 Iteration 8F: 3 clusters Score -889921.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -890184.062500 Penalty: 4231.912598 Iteration 9Q: 3 clusters Score -890184.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -890390.562500 Penalty: 4231.912598 Iteration 10Q: 3 clusters Score -890390.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -890537.562500 Penalty: 4231.912598 Iteration 11Q: 3 clusters Score -890537.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -890629.875000 Penalty: 4231.912598 Iteration 12Q: 3 clusters Score -890629.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -890690.687500 Penalty: 4231.912598 Iteration 13Q: 3 clusters Score -890690.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -890729.875000 Penalty: 4231.912598 Iteration 14Q: 3 clusters Score -890729.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -890773.562500 Penalty: 4231.912598 Iteration 15Q: 3 clusters Score -890773.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -890813.250000 Penalty: 4231.912598 Iteration 16Q: 3 clusters Score -890813.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -890840.812500 Penalty: 4231.912598 Iteration 17Q: 3 clusters Score -890840.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -890860.437500 Penalty: 4231.912598 Iteration 18Q: 3 clusters Score -890860.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -890882.187500 Penalty: 4231.912598 Iteration 19Q: 3 clusters Score -890882.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -890910.812500 Penalty: 4231.912598 Iteration 20F: 3 clusters Score -890910.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -890928.500000 Penalty: 4231.912598 Iteration 21Q: 3 clusters Score -890928.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -890947.250000 Penalty: 4231.912598 Iteration 22Q: 3 clusters Score -890947.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -890964.062500 Penalty: 4231.912598 Iteration 23Q: 3 clusters Score -890964.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -890970.750000 Penalty: 4231.912598 Iteration 24Q: 3 clusters Score -890970.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -890978.125000 Penalty: 4231.912598 Iteration 25Q: 3 clusters Score -890978.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -890984.187500 Penalty: 4231.912598 Iteration 26Q: 3 clusters Score -890984.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -890995.062500 Penalty: 4231.912598 Iteration 27Q: 3 clusters Score -890995.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -891002.437500 Penalty: 4231.912598 Iteration 28Q: 3 clusters Score -891002.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -891015.062500 Penalty: 4231.912598 Iteration 29Q: 3 clusters Score -891015.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -891024.500000 Penalty: 4231.912598 Iteration 30Q: 3 clusters Score -891024.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -891037.125000 Penalty: 4231.912598 Iteration 31Q: 3 clusters Score -891037.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -891050.187500 Penalty: 4231.912598 Iteration 32Q: 3 clusters Score -891050.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -891057.937500 Penalty: 4231.912598 Iteration 33Q: 3 clusters Score -891057.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -891066.125000 Penalty: 4231.912598 Iteration 34Q: 3 clusters Score -891066.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -891072.812500 Penalty: 4231.912598 Iteration 35Q: 3 clusters Score -891072.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -891079.625000 Penalty: 4231.912598 Iteration 36Q: 3 clusters Score -891079.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -891087.312500 Penalty: 4231.912598 Iteration 37Q: 3 clusters Score -891087.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -891096.187500 Penalty: 4231.912598 Iteration 38Q: 3 clusters Score -891096.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -891102.500000 Penalty: 4231.912598 Iteration 39Q: 3 clusters Score -891102.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -891104.750000 Penalty: 4231.912598 Iteration 40F: 3 clusters Score -891104.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -891104.437500 Penalty: 4231.912598 Iteration 41Q: 3 clusters Score -891104.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -891104.625000 Penalty: 4231.912598 Iteration 42Q: 3 clusters Score -891104.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -891104.625000 Penalty: 4231.912598 Iteration 43F: 3 clusters Score -891104.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Entering Unmasked Estep Score: -325812.062500 Penalty: 1880.392822 Iteration 0F: 2 clusters Score -325812.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -323275.562500 Penalty: 3760.785645 Iteration 0F: 3 clusters Score -323275.6 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -323908.875000 Penalty: 3760.785645 Iteration 1F: 3 clusters Score -323908.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -324190.812500 Penalty: 3760.785645 Iteration 2F: 3 clusters Score -324190.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -324347.875000 Penalty: 3760.785645 Iteration 3F: 3 clusters Score -324347.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -324444.500000 Penalty: 3760.785645 Iteration 4Q: 3 clusters Score -324444.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -324490.500000 Penalty: 3760.785645 Iteration 5Q: 3 clusters Score -324490.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -324531.093750 Penalty: 3760.785645 Iteration 6Q: 3 clusters Score -324531.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -324553.562500 Penalty: 3760.785645 Iteration 7Q: 3 clusters Score -324553.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -324576.562500 Penalty: 3760.785645 Iteration 8Q: 3 clusters Score -324576.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -324601.906250 Penalty: 3760.785645 Iteration 9Q: 3 clusters Score -324601.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -324624.218750 Penalty: 3760.785645 Iteration 10Q: 3 clusters Score -324624.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -324638.500000 Penalty: 3760.785645 Iteration 11Q: 3 clusters Score -324638.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -324647.468750 Penalty: 3760.785645 Iteration 12Q: 3 clusters Score -324647.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -324650.687500 Penalty: 3760.785645 Iteration 13Q: 3 clusters Score -324650.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -324655.500000 Penalty: 3760.785645 Iteration 14Q: 3 clusters Score -324655.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -324662.687500 Penalty: 3760.785645 Iteration 15Q: 3 clusters Score -324662.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -324665.093750 Penalty: 3760.785645 Iteration 16Q: 3 clusters Score -324665.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -324666.968750 Penalty: 3760.785645 Iteration 17Q: 3 clusters Score -324667 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -324670.031250 Penalty: 3760.785645 Iteration 18Q: 3 clusters Score -324670 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -324677.218750 Penalty: 3760.785645 Iteration 19Q: 3 clusters Score -324677.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -324685.656250 Penalty: 3760.785645 Iteration 20F: 3 clusters Score -324685.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -324691.218750 Penalty: 3760.785645 Iteration 21Q: 3 clusters Score -324691.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -324706.406250 Penalty: 3760.785645 Iteration 22Q: 3 clusters Score -324706.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -324722.937500 Penalty: 3760.785645 Iteration 23Q: 3 clusters Score -324722.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -324743.250000 Penalty: 3760.785645 Iteration 24Q: 3 clusters Score -324743.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -324759.625000 Penalty: 3760.785645 Iteration 25Q: 3 clusters Score -324759.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -324783.531250 Penalty: 3760.785645 Iteration 26Q: 3 clusters Score -324783.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -324799.968750 Penalty: 3760.785645 Iteration 27Q: 3 clusters Score -324800 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -324807.781250 Penalty: 3760.785645 Iteration 28Q: 3 clusters Score -324807.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -324814.437500 Penalty: 3760.785645 Iteration 29Q: 3 clusters Score -324814.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -324825.937500 Penalty: 3760.785645 Iteration 30Q: 3 clusters Score -324825.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -324841.125000 Penalty: 3760.785645 Iteration 31Q: 3 clusters Score -324841.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -324856.625000 Penalty: 3760.785645 Iteration 32Q: 3 clusters Score -324856.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -324874.312500 Penalty: 3760.785645 Iteration 33Q: 3 clusters Score -324874.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -324881.562500 Penalty: 3760.785645 Iteration 34Q: 3 clusters Score -324881.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -324889.156250 Penalty: 3760.785645 Iteration 35Q: 3 clusters Score -324889.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -324892.218750 Penalty: 3760.785645 Iteration 36Q: 3 clusters Score -324892.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -324894.656250 Penalty: 3760.785645 Iteration 37Q: 3 clusters Score -324894.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -324894.937500 Penalty: 3760.785645 Iteration 38Q: 3 clusters Score -324894.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -324895.093750 Penalty: 3760.785645 Iteration 39Q: 3 clusters Score -324895.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -324895.093750 Penalty: 3760.785645 Iteration 40F: 3 clusters Score -324895.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Entering Unmasked Estep Score: -225013.453125 Penalty: 1800.609619 Iteration 0F: 2 clusters Score -225013.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -222777.093750 Penalty: 3601.219238 Iteration 0F: 3 clusters Score -222777.1 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -223236.218750 Penalty: 3601.219238 Iteration 1F: 3 clusters Score -223236.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -223408.718750 Penalty: 3601.219238 Iteration 2F: 3 clusters Score -223408.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -223533.000000 Penalty: 3601.219238 Iteration 3F: 3 clusters Score -223533 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -223623.000000 Penalty: 3601.219238 Iteration 4Q: 3 clusters Score -223623 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -223689.468750 Penalty: 3601.219238 Iteration 5Q: 3 clusters Score -223689.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -223735.546875 Penalty: 3601.219238 Iteration 6Q: 3 clusters Score -223735.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -223756.265625 Penalty: 3601.219238 Iteration 7Q: 3 clusters Score -223756.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -223783.359375 Penalty: 3601.219238 Iteration 8Q: 3 clusters Score -223783.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -223811.140625 Penalty: 3601.219238 Iteration 9Q: 3 clusters Score -223811.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -223833.109375 Penalty: 3601.219238 Iteration 10Q: 3 clusters Score -223833.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -223853.953125 Penalty: 3601.219238 Iteration 11Q: 3 clusters Score -223854 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -223898.328125 Penalty: 3601.219238 Iteration 12Q: 3 clusters Score -223898.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -223968.500000 Penalty: 3601.219238 Iteration 13Q: 3 clusters Score -223968.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -224057.468750 Penalty: 3601.219238 Iteration 14Q: 3 clusters Score -224057.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -224107.828125 Penalty: 3601.219238 Iteration 15Q: 3 clusters Score -224107.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -224153.328125 Penalty: 3601.219238 Iteration 16Q: 3 clusters Score -224153.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -224190.703125 Penalty: 3601.219238 Iteration 17Q: 3 clusters Score -224190.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -224207.796875 Penalty: 3601.219238 Iteration 18Q: 3 clusters Score -224207.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -224230.562500 Penalty: 3601.219238 Iteration 19Q: 3 clusters Score -224230.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -224240.906250 Penalty: 3601.219238 Iteration 20F: 3 clusters Score -224240.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -224249.843750 Penalty: 3601.219238 Iteration 21Q: 3 clusters Score -224249.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -224261.781250 Penalty: 3601.219238 Iteration 22Q: 3 clusters Score -224261.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -224273.375000 Penalty: 3601.219238 Iteration 23Q: 3 clusters Score -224273.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -224277.343750 Penalty: 3601.219238 Iteration 24Q: 3 clusters Score -224277.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -224279.531250 Penalty: 3601.219238 Iteration 25Q: 3 clusters Score -224279.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -224281.484375 Penalty: 3601.219238 Iteration 26Q: 3 clusters Score -224281.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -224286.468750 Penalty: 3601.219238 Iteration 27Q: 3 clusters Score -224286.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -224287.953125 Penalty: 3601.219238 Iteration 28Q: 3 clusters Score -224288 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -224288.750000 Penalty: 3601.219238 Iteration 29Q: 3 clusters Score -224288.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -224292.250000 Penalty: 3601.219238 Iteration 30Q: 3 clusters Score -224292.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -224295.546875 Penalty: 3601.219238 Iteration 31Q: 3 clusters Score -224295.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -224297.421875 Penalty: 3601.219238 Iteration 32Q: 3 clusters Score -224297.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -224300.390625 Penalty: 3601.219238 Iteration 33Q: 3 clusters Score -224300.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -224301.562500 Penalty: 3601.219238 Iteration 34Q: 3 clusters Score -224301.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -224302.703125 Penalty: 3601.219238 Iteration 35Q: 3 clusters Score -224302.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -224302.703125 Penalty: 3601.219238 Iteration 36F: 3 clusters Score -224302.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (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: -170991.609375 Penalty: 1731.519775 Iteration 0F: 2 clusters Score -170991.6 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 522 members Entering Unmasked Estep Score: -169028.468750 Penalty: 3463.039551 Iteration 0F: 3 clusters Score -169028.5 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -169383.609375 Penalty: 3463.039551 Iteration 1F: 3 clusters Score -169383.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -169509.890625 Penalty: 3463.039551 Iteration 2F: 3 clusters Score -169509.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -169636.968750 Penalty: 3463.039551 Iteration 3F: 3 clusters Score -169637 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -169733.359375 Penalty: 3463.039551 Iteration 4F: 3 clusters Score -169733.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -169787.484375 Penalty: 3463.039551 Iteration 5Q: 3 clusters Score -169787.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -169823.234375 Penalty: 3463.039551 Iteration 6Q: 3 clusters Score -169823.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -169851.234375 Penalty: 3463.039551 Iteration 7Q: 3 clusters Score -169851.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -169876.859375 Penalty: 3463.039551 Iteration 8Q: 3 clusters Score -169876.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -169903.421875 Penalty: 3463.039551 Iteration 9Q: 3 clusters Score -169903.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -169924.156250 Penalty: 3463.039551 Iteration 10Q: 3 clusters Score -169924.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -169941.296875 Penalty: 3463.039551 Iteration 11Q: 3 clusters Score -169941.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -169961.937500 Penalty: 3463.039551 Iteration 12Q: 3 clusters Score -169961.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -169968.171875 Penalty: 3463.039551 Iteration 13Q: 3 clusters Score -169968.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -169973.078125 Penalty: 3463.039551 Iteration 14Q: 3 clusters Score -169973.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -169977.421875 Penalty: 3463.039551 Iteration 15Q: 3 clusters Score -169977.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -169979.484375 Penalty: 3463.039551 Iteration 16Q: 3 clusters Score -169979.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -169980.640625 Penalty: 3463.039551 Iteration 17Q: 3 clusters Score -169980.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -169981.781250 Penalty: 3463.039551 Iteration 18Q: 3 clusters Score -169981.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -169984.906250 Penalty: 3463.039551 Iteration 19Q: 3 clusters Score -169984.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -169984.906250 Penalty: 3463.039551 Iteration 20F: 3 clusters Score -169984.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Entering Unmasked Estep Score: -33390.867188 Penalty: 1352.919678 Iteration 0F: 2 clusters Score -33390.87 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 127 members Entering Unmasked Estep Score: -32289.851562 Penalty: 2705.839355 Iteration 0F: 3 clusters Score -32289.85 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -32376.556641 Penalty: 2705.839355 Iteration 1F: 3 clusters Score -32376.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -32412.767578 Penalty: 2705.839355 Iteration 2Q: 3 clusters Score -32412.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -32425.890625 Penalty: 2705.839355 Iteration 3Q: 3 clusters Score -32425.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -32425.890625 Penalty: 2705.839355 Iteration 4F: 3 clusters Score -32425.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (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: -186288.703125 Penalty: 1737.885010 Iteration 0F: 2 clusters Score -186288.7 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 542 members Entering Unmasked Estep Score: -184324.906250 Penalty: 3475.770020 Iteration 0F: 3 clusters Score -184324.9 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -184793.750000 Penalty: 3475.770020 Iteration 1F: 3 clusters Score -184793.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -185025.937500 Penalty: 3475.770020 Iteration 2F: 3 clusters Score -185025.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -185159.171875 Penalty: 3475.770020 Iteration 3F: 3 clusters Score -185159.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -185256.812500 Penalty: 3475.770020 Iteration 4Q: 3 clusters Score -185256.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -185321.859375 Penalty: 3475.770020 Iteration 5Q: 3 clusters Score -185321.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -185356.078125 Penalty: 3475.770020 Iteration 6Q: 3 clusters Score -185356.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -185378.671875 Penalty: 3475.770020 Iteration 7Q: 3 clusters Score -185378.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -185396.718750 Penalty: 3475.770020 Iteration 8Q: 3 clusters Score -185396.7 nChanged 8 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: -185407.515625 Penalty: 3475.770020 Iteration 9Q: 3 clusters Score -185407.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -185423.234375 Penalty: 3475.770020 Iteration 10Q: 3 clusters Score -185423.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -185438.703125 Penalty: 3475.770020 Iteration 11Q: 3 clusters Score -185438.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -185448.093750 Penalty: 3475.770020 Iteration 12Q: 3 clusters Score -185448.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -185460.578125 Penalty: 3475.770020 Iteration 13Q: 3 clusters Score -185460.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -185471.406250 Penalty: 3475.770020 Iteration 14Q: 3 clusters Score -185471.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -185477.156250 Penalty: 3475.770020 Iteration 15Q: 3 clusters Score -185477.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -185485.578125 Penalty: 3475.770020 Iteration 16Q: 3 clusters Score -185485.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -185489.937500 Penalty: 3475.770020 Iteration 17Q: 3 clusters Score -185489.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -185494.921875 Penalty: 3475.770020 Iteration 18Q: 3 clusters Score -185494.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -185502.156250 Penalty: 3475.770020 Iteration 19Q: 3 clusters Score -185502.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -185514.156250 Penalty: 3475.770020 Iteration 20F: 3 clusters Score -185514.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -185515.843750 Penalty: 3475.770020 Iteration 21Q: 3 clusters Score -185515.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -185516.515625 Penalty: 3475.770020 Iteration 22Q: 3 clusters Score -185516.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -185517.890625 Penalty: 3475.770020 Iteration 23Q: 3 clusters Score -185517.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -185517.890625 Penalty: 3475.770020 Iteration 24F: 3 clusters Score -185517.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (1586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Entering Unmasked Estep Score: -273869.000000 Penalty: 1827.504639 Iteration 0F: 2 clusters Score -273869 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -271554.062500 Penalty: 3655.009277 Iteration 0F: 3 clusters Score -271554.1 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -272085.031250 Penalty: 3655.009277 Iteration 1F: 3 clusters Score -272085 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -272256.093750 Penalty: 3655.009277 Iteration 2F: 3 clusters Score -272256.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -272373.718750 Penalty: 3655.009277 Iteration 3F: 3 clusters Score -272373.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -272477.531250 Penalty: 3655.009277 Iteration 4Q: 3 clusters Score -272477.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -272540.937500 Penalty: 3655.009277 Iteration 5Q: 3 clusters Score -272540.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -272569.812500 Penalty: 3655.009277 Iteration 6Q: 3 clusters Score -272569.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -272608.468750 Penalty: 3655.009277 Iteration 7Q: 3 clusters Score -272608.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -272629.406250 Penalty: 3655.009277 Iteration 8Q: 3 clusters Score -272629.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -272644.968750 Penalty: 3655.009277 Iteration 9Q: 3 clusters Score -272645 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -272658.906250 Penalty: 3655.009277 Iteration 10Q: 3 clusters Score -272658.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -272670.187500 Penalty: 3655.009277 Iteration 11Q: 3 clusters Score -272670.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -272678.062500 Penalty: 3655.009277 Iteration 12Q: 3 clusters Score -272678.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -272686.375000 Penalty: 3655.009277 Iteration 13Q: 3 clusters Score -272686.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -272688.718750 Penalty: 3655.009277 Iteration 14Q: 3 clusters Score -272688.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -272694.531250 Penalty: 3655.009277 Iteration 15Q: 3 clusters Score -272694.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -272697.000000 Penalty: 3655.009277 Iteration 16Q: 3 clusters Score -272697 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -272698.468750 Penalty: 3655.009277 Iteration 17Q: 3 clusters Score -272698.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -272699.406250 Penalty: 3655.009277 Iteration 18Q: 3 clusters Score -272699.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -272699.406250 Penalty: 3655.009277 Iteration 19F: 3 clusters Score -272699.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Entering Unmasked Estep Score: -23941.230469 Penalty: 1242.637573 Iteration 0F: 2 clusters Score -23941.23 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 73 members Entering Unmasked Estep Score: -22966.281250 Penalty: 2485.275146 Iteration 0F: 3 clusters Score -22966.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -23007.693359 Penalty: 2485.275146 Iteration 1Q: 3 clusters Score -23007.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -23007.693359 Penalty: 2485.275146 Iteration 2F: 3 clusters Score -23007.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (5762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Entering Unmasked Estep Score: -1029159.000000 Penalty: 2147.441895 Iteration 0F: 2 clusters Score -1029159 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -1024263.312500 Penalty: 4294.883789 Iteration 0F: 3 clusters Score -1024263 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -1025747.500000 Penalty: 4294.883789 Iteration 1F: 3 clusters Score -1025748 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1026081.375000 Penalty: 4294.883789 Iteration 2F: 3 clusters Score -1026081 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -1026303.187500 Penalty: 4294.883789 Iteration 3F: 3 clusters Score -1026303 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1026439.562500 Penalty: 4294.883789 Iteration 4Q: 3 clusters Score -1026440 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -1026534.500000 Penalty: 4294.883789 Iteration 5Q: 3 clusters Score -1026534 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -1026599.312500 Penalty: 4294.883789 Iteration 6Q: 3 clusters Score -1026599 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -1026646.750000 Penalty: 4294.883789 Iteration 7Q: 3 clusters Score -1026647 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -1026692.875000 Penalty: 4294.883789 Iteration 8Q: 3 clusters Score -1026693 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -1026729.687500 Penalty: 4294.883789 Iteration 9Q: 3 clusters Score -1026730 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1026763.000000 Penalty: 4294.883789 Iteration 10Q: 3 clusters Score -1026763 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -1026785.750000 Penalty: 4294.883789 Iteration 11Q: 3 clusters Score -1026786 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -1026805.250000 Penalty: 4294.883789 Iteration 12Q: 3 clusters Score -1026805 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -1026824.375000 Penalty: 4294.883789 Iteration 13Q: 3 clusters Score -1026824 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -1026849.125000 Penalty: 4294.883789 Iteration 14Q: 3 clusters Score -1026849 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -1026881.062500 Penalty: 4294.883789 Iteration 15Q: 3 clusters Score -1026881 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -1026902.375000 Penalty: 4294.883789 Iteration 16Q: 3 clusters Score -1026902 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -1026921.125000 Penalty: 4294.883789 Iteration 17Q: 3 clusters Score -1026921 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -1026935.000000 Penalty: 4294.883789 Iteration 18Q: 3 clusters Score -1026935 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -1026947.875000 Penalty: 4294.883789 Iteration 19Q: 3 clusters Score -1026948 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -1026958.187500 Penalty: 4294.883789 Iteration 20F: 3 clusters Score -1026958 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -1026967.250000 Penalty: 4294.883789 Iteration 21Q: 3 clusters Score -1026967 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -1026977.625000 Penalty: 4294.883789 Iteration 22Q: 3 clusters Score -1026978 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -1026986.312500 Penalty: 4294.883789 Iteration 23Q: 3 clusters Score -1026986 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -1027004.312500 Penalty: 4294.883789 Iteration 24Q: 3 clusters Score -1027004 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -1027023.687500 Penalty: 4294.883789 Iteration 25Q: 3 clusters Score -1027024 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -1027039.750000 Penalty: 4294.883789 Iteration 26Q: 3 clusters Score -1027040 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -1027049.750000 Penalty: 4294.883789 Iteration 27Q: 3 clusters Score -1027050 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -1027064.437500 Penalty: 4294.883789 Iteration 28Q: 3 clusters Score -1027064 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -1027074.062500 Penalty: 4294.883789 Iteration 29Q: 3 clusters Score -1027074 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -1027085.250000 Penalty: 4294.883789 Iteration 30Q: 3 clusters Score -1027085 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -1027093.500000 Penalty: 4294.883789 Iteration 31Q: 3 clusters Score -1027094 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1027102.437500 Penalty: 4294.883789 Iteration 32Q: 3 clusters Score -1027102 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1027110.312500 Penalty: 4294.883789 Iteration 33Q: 3 clusters Score -1027110 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -1027121.062500 Penalty: 4294.883789 Iteration 34Q: 3 clusters Score -1027121 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -1027130.312500 Penalty: 4294.883789 Iteration 35Q: 3 clusters Score -1027130 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -1027138.312500 Penalty: 4294.883789 Iteration 36Q: 3 clusters Score -1027138 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -1027142.187500 Penalty: 4294.883789 Iteration 37Q: 3 clusters Score -1027142 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -1027148.375000 Penalty: 4294.883789 Iteration 38Q: 3 clusters Score -1027148 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1027149.812500 Penalty: 4294.883789 Iteration 39Q: 3 clusters Score -1027150 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -1027156.375000 Penalty: 4294.883789 Iteration 40F: 3 clusters Score -1027156 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1027159.250000 Penalty: 4294.883789 Iteration 41Q: 3 clusters Score -1027159 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -1027163.750000 Penalty: 4294.883789 Iteration 42Q: 3 clusters Score -1027164 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -1027167.687500 Penalty: 4294.883789 Iteration 43Q: 3 clusters Score -1027168 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -1027171.625000 Penalty: 4294.883789 Iteration 44Q: 3 clusters Score -1027172 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -1027172.750000 Penalty: 4294.883789 Iteration 45Q: 3 clusters Score -1027173 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -1027175.750000 Penalty: 4294.883789 Iteration 46Q: 3 clusters Score -1027176 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -1027176.937500 Penalty: 4294.883789 Iteration 47Q: 3 clusters Score -1027177 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1027181.812500 Penalty: 4294.883789 Iteration 48Q: 3 clusters Score -1027182 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -1027181.812500 Penalty: 4294.883789 Iteration 49Q: 3 clusters Score -1027182 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -1027183.000000 Penalty: 4294.883789 Iteration 50Q: 3 clusters Score -1027183 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1027186.312500 Penalty: 4294.883789 Iteration 51Q: 3 clusters Score -1027186 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -1027189.437500 Penalty: 4294.883789 Iteration 52Q: 3 clusters Score -1027189 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1027192.187500 Penalty: 4294.883789 Iteration 53Q: 3 clusters Score -1027192 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -1027195.312500 Penalty: 4294.883789 Iteration 54Q: 3 clusters Score -1027195 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1027194.875000 Penalty: 4294.883789 Iteration 55Q: 3 clusters Score -1027195 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -1027197.000000 Penalty: 4294.883789 Iteration 56Q: 3 clusters Score -1027197 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1027199.062500 Penalty: 4294.883789 Iteration 57Q: 3 clusters Score -1027199 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -1027195.937500 Penalty: 4294.883789 Iteration 58Q: 3 clusters Score -1027196 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -1027197.000000 Penalty: 4294.883789 Iteration 59Q: 3 clusters Score -1027197 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -1027197.937500 Penalty: 4294.883789 Iteration 60F: 3 clusters Score -1027198 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1027197.937500 Penalty: 4294.883789 Iteration 61Q: 3 clusters Score -1027198 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1027200.125000 Penalty: 4294.883789 Iteration 62Q: 3 clusters Score -1027200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1027200.562500 Penalty: 4294.883789 Iteration 63Q: 3 clusters Score -1027201 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1027198.875000 Penalty: 4294.883789 Iteration 64Q: 3 clusters Score -1027199 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -1027197.875000 Penalty: 4294.883789 Iteration 65Q: 3 clusters Score -1027198 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -1027200.312500 Penalty: 4294.883789 Iteration 66Q: 3 clusters Score -1027200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1027200.937500 Penalty: 4294.883789 Iteration 67Q: 3 clusters Score -1027201 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1027200.937500 Penalty: 4294.883789 Iteration 68F: 3 clusters Score -1027201 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Entering Unmasked Estep Score: -56556.785156 Penalty: 1511.205322 Iteration 0F: 2 clusters Score -56556.79 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 232 members Entering Unmasked Estep Score: -55224.050781 Penalty: 3022.410645 Iteration 0F: 3 clusters Score -55224.05 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -55450.183594 Penalty: 3022.410645 Iteration 1F: 3 clusters Score -55450.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -55510.144531 Penalty: 3022.410645 Iteration 2Q: 3 clusters Score -55510.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -55534.074219 Penalty: 3022.410645 Iteration 3Q: 3 clusters Score -55534.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -55541.226562 Penalty: 3022.410645 Iteration 4Q: 3 clusters Score -55541.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -55542.269531 Penalty: 3022.410645 Iteration 5Q: 3 clusters Score -55542.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -55544.718750 Penalty: 3022.410645 Iteration 6Q: 3 clusters Score -55544.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -55546.078125 Penalty: 3022.410645 Iteration 7Q: 3 clusters Score -55546.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -55546.078125 Penalty: 3022.410645 Iteration 8F: 3 clusters Score -55546.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1728 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Entering Unmasked Estep Score: -302794.125000 Penalty: 1848.770508 Iteration 0F: 2 clusters Score -302794.1 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 882 members Entering Unmasked Estep Score: -300349.718750 Penalty: 3697.541016 Iteration 0F: 3 clusters Score -300349.7 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -300819.218750 Penalty: 3697.541016 Iteration 1F: 3 clusters Score -300819.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -300953.156250 Penalty: 3697.541016 Iteration 2F: 3 clusters Score -300953.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -301072.156250 Penalty: 3697.541016 Iteration 3Q: 3 clusters Score -301072.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -301145.750000 Penalty: 3697.541016 Iteration 4Q: 3 clusters Score -301145.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -301207.812500 Penalty: 3697.541016 Iteration 5Q: 3 clusters Score -301207.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -301251.750000 Penalty: 3697.541016 Iteration 6Q: 3 clusters Score -301251.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -301299.187500 Penalty: 3697.541016 Iteration 7Q: 3 clusters Score -301299.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -301344.312500 Penalty: 3697.541016 Iteration 8Q: 3 clusters Score -301344.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -301374.875000 Penalty: 3697.541016 Iteration 9Q: 3 clusters Score -301374.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -301399.187500 Penalty: 3697.541016 Iteration 10Q: 3 clusters Score -301399.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -301423.625000 Penalty: 3697.541016 Iteration 11Q: 3 clusters Score -301423.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -301444.375000 Penalty: 3697.541016 Iteration 12Q: 3 clusters Score -301444.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -301464.343750 Penalty: 3697.541016 Iteration 13Q: 3 clusters Score -301464.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -301479.125000 Penalty: 3697.541016 Iteration 14Q: 3 clusters Score -301479.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -301490.531250 Penalty: 3697.541016 Iteration 15Q: 3 clusters Score -301490.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -301500.593750 Penalty: 3697.541016 Iteration 16Q: 3 clusters Score -301500.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -301511.250000 Penalty: 3697.541016 Iteration 17Q: 3 clusters Score -301511.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -301524.468750 Penalty: 3697.541016 Iteration 18Q: 3 clusters Score -301524.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -301531.343750 Penalty: 3697.541016 Iteration 19Q: 3 clusters Score -301531.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -301545.000000 Penalty: 3697.541016 Iteration 20F: 3 clusters Score -301545 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -301558.500000 Penalty: 3697.541016 Iteration 21Q: 3 clusters Score -301558.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -301566.656250 Penalty: 3697.541016 Iteration 22Q: 3 clusters Score -301566.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -301575.218750 Penalty: 3697.541016 Iteration 23Q: 3 clusters Score -301575.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -301577.812500 Penalty: 3697.541016 Iteration 24Q: 3 clusters Score -301577.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -301583.968750 Penalty: 3697.541016 Iteration 25Q: 3 clusters Score -301584 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -301587.375000 Penalty: 3697.541016 Iteration 26Q: 3 clusters Score -301587.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -301588.562500 Penalty: 3697.541016 Iteration 27Q: 3 clusters Score -301588.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -301588.750000 Penalty: 3697.541016 Iteration 28Q: 3 clusters Score -301588.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -301588.750000 Penalty: 3697.541016 Iteration 29F: 3 clusters Score -301588.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (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: -777222.250000 Penalty: 2094.799072 Iteration 0F: 2 clusters Score -777222.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -772923.000000 Penalty: 4189.598145 Iteration 0F: 3 clusters Score -772923 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -774073.687500 Penalty: 4189.598145 Iteration 1F: 3 clusters Score -774073.7 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -774388.187500 Penalty: 4189.598145 Iteration 2F: 3 clusters Score -774388.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -774669.812500 Penalty: 4189.598145 Iteration 3F: 3 clusters Score -774669.8 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -774908.687500 Penalty: 4189.598145 Iteration 4F: 3 clusters Score -774908.7 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -775138.250000 Penalty: 4189.598145 Iteration 5F: 3 clusters Score -775138.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -775363.750000 Penalty: 4189.598145 Iteration 6Q: 3 clusters Score -775363.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -775576.187500 Penalty: 4189.598145 Iteration 7Q: 3 clusters Score -775576.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -775754.250000 Penalty: 4189.598145 Iteration 8Q: 3 clusters Score -775754.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -775867.312500 Penalty: 4189.598145 Iteration 9Q: 3 clusters Score -775867.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -775961.812500 Penalty: 4189.598145 Iteration 10Q: 3 clusters Score -775961.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -776017.375000 Penalty: 4189.598145 Iteration 11Q: 3 clusters Score -776017.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -776054.437500 Penalty: 4189.598145 Iteration 12Q: 3 clusters Score -776054.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -776085.500000 Penalty: 4189.598145 Iteration 13Q: 3 clusters Score -776085.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -776105.625000 Penalty: 4189.598145 Iteration 14Q: 3 clusters Score -776105.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -776117.875000 Penalty: 4189.598145 Iteration 15Q: 3 clusters Score -776117.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -776123.875000 Penalty: 4189.598145 Iteration 16Q: 3 clusters Score -776123.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -776129.000000 Penalty: 4189.598145 Iteration 17Q: 3 clusters Score -776129 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -776135.437500 Penalty: 4189.598145 Iteration 18Q: 3 clusters Score -776135.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -776140.875000 Penalty: 4189.598145 Iteration 19Q: 3 clusters Score -776140.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -776142.750000 Penalty: 4189.598145 Iteration 20F: 3 clusters Score -776142.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -776145.437500 Penalty: 4189.598145 Iteration 21Q: 3 clusters Score -776145.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -776147.625000 Penalty: 4189.598145 Iteration 22Q: 3 clusters Score -776147.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -776149.250000 Penalty: 4189.598145 Iteration 23Q: 3 clusters Score -776149.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -776151.000000 Penalty: 4189.598145 Iteration 24Q: 3 clusters Score -776151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -776153.187500 Penalty: 4189.598145 Iteration 25Q: 3 clusters Score -776153.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -776152.500000 Penalty: 4189.598145 Iteration 26Q: 3 clusters Score -776152.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -776153.250000 Penalty: 4189.598145 Iteration 27Q: 3 clusters Score -776153.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -776154.875000 Penalty: 4189.598145 Iteration 28Q: 3 clusters Score -776154.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -776155.812500 Penalty: 4189.598145 Iteration 29Q: 3 clusters Score -776155.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -776157.812500 Penalty: 4189.598145 Iteration 30Q: 3 clusters Score -776157.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -776158.312500 Penalty: 4189.598145 Iteration 31Q: 3 clusters Score -776158.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -776159.312500 Penalty: 4189.598145 Iteration 32Q: 3 clusters Score -776159.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -776160.250000 Penalty: 4189.598145 Iteration 33Q: 3 clusters Score -776160.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -776162.125000 Penalty: 4189.598145 Iteration 34Q: 3 clusters Score -776162.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -776163.625000 Penalty: 4189.598145 Iteration 35Q: 3 clusters Score -776163.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -776166.187500 Penalty: 4189.598145 Iteration 36Q: 3 clusters Score -776166.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -776164.812500 Penalty: 4189.598145 Iteration 37Q: 3 clusters Score -776164.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -776164.625000 Penalty: 4189.598145 Iteration 38Q: 3 clusters Score -776164.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -776167.125000 Penalty: 4189.598145 Iteration 39Q: 3 clusters Score -776167.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -776166.437500 Penalty: 4189.598145 Iteration 40F: 3 clusters Score -776166.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -776167.312500 Penalty: 4189.598145 Iteration 41Q: 3 clusters Score -776167.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -776167.312500 Penalty: 4189.598145 Iteration 42F: 3 clusters Score -776167.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Entering Unmasked Estep Score: -32225.343750 Penalty: 1407.834961 Iteration 0F: 2 clusters Score -32225.34 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 136 members Entering Unmasked Estep Score: -30984.574219 Penalty: 2815.669922 Iteration 0F: 3 clusters Score -30984.57 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -31151.785156 Penalty: 2815.669922 Iteration 1F: 3 clusters Score -31151.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -31209.882812 Penalty: 2815.669922 Iteration 2Q: 3 clusters Score -31209.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -31253.384766 Penalty: 2815.669922 Iteration 3Q: 3 clusters Score -31253.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -31338.925781 Penalty: 2815.669922 Iteration 4Q: 3 clusters Score -31338.93 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -31470.916016 Penalty: 2815.669922 Iteration 5F: 3 clusters Score -31470.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -31577.228516 Penalty: 2815.669922 Iteration 6Q: 3 clusters Score -31577.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -31728.126953 Penalty: 2815.669922 Iteration 7Q: 3 clusters Score -31728.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -31855.775391 Penalty: 2815.669922 Iteration 8Q: 3 clusters Score -31855.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -31951.916016 Penalty: 2815.669922 Iteration 9Q: 3 clusters Score -31951.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -32028.482422 Penalty: 2815.669922 Iteration 10Q: 3 clusters Score -32028.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -32061.902344 Penalty: 2815.669922 Iteration 11Q: 3 clusters Score -32061.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -32083.222656 Penalty: 2815.669922 Iteration 12Q: 3 clusters Score -32083.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -32083.222656 Penalty: 2815.669922 Iteration 13F: 3 clusters Score -32083.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (2957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Entering Unmasked Estep Score: -520469.843750 Penalty: 1981.998779 Iteration 0F: 2 clusters Score -520469.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -517242.062500 Penalty: 3963.997559 Iteration 0F: 3 clusters Score -517242.1 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -517979.906250 Penalty: 3963.997559 Iteration 1F: 3 clusters Score -517979.9 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -518226.531250 Penalty: 3963.997559 Iteration 2F: 3 clusters Score -518226.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -518376.781250 Penalty: 3963.997559 Iteration 3F: 3 clusters Score -518376.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -518483.875000 Penalty: 3963.997559 Iteration 4Q: 3 clusters Score -518483.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -518571.656250 Penalty: 3963.997559 Iteration 5Q: 3 clusters Score -518571.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -518638.437500 Penalty: 3963.997559 Iteration 6Q: 3 clusters Score -518638.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -518707.062500 Penalty: 3963.997559 Iteration 7Q: 3 clusters Score -518707.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -518780.000000 Penalty: 3963.997559 Iteration 8Q: 3 clusters Score -518780 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -518843.875000 Penalty: 3963.997559 Iteration 9Q: 3 clusters Score -518843.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -518922.406250 Penalty: 3963.997559 Iteration 10Q: 3 clusters Score -518922.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -518977.468750 Penalty: 3963.997559 Iteration 11Q: 3 clusters Score -518977.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -519034.187500 Penalty: 3963.997559 Iteration 12Q: 3 clusters Score -519034.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -519088.062500 Penalty: 3963.997559 Iteration 13Q: 3 clusters Score -519088.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -519133.937500 Penalty: 3963.997559 Iteration 14Q: 3 clusters Score -519133.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -519180.406250 Penalty: 3963.997559 Iteration 15Q: 3 clusters Score -519180.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -519219.937500 Penalty: 3963.997559 Iteration 16Q: 3 clusters Score -519219.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -519261.593750 Penalty: 3963.997559 Iteration 17Q: 3 clusters Score -519261.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -519304.062500 Penalty: 3963.997559 Iteration 18Q: 3 clusters Score -519304.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -519373.656250 Penalty: 3963.997559 Iteration 19Q: 3 clusters Score -519373.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -519520.625000 Penalty: 3963.997559 Iteration 20F: 3 clusters Score -519520.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -519688.906250 Penalty: 3963.997559 Iteration 21Q: 3 clusters Score -519688.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -519851.656250 Penalty: 3963.997559 Iteration 22Q: 3 clusters Score -519851.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -519945.125000 Penalty: 3963.997559 Iteration 23Q: 3 clusters Score -519945.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -520016.031250 Penalty: 3963.997559 Iteration 24Q: 3 clusters Score -520016 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -520054.968750 Penalty: 3963.997559 Iteration 25Q: 3 clusters Score -520055 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -520071.250000 Penalty: 3963.997559 Iteration 26Q: 3 clusters Score -520071.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -520075.125000 Penalty: 3963.997559 Iteration 27Q: 3 clusters Score -520075.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -520080.187500 Penalty: 3963.997559 Iteration 28Q: 3 clusters Score -520080.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -520080.531250 Penalty: 3963.997559 Iteration 29Q: 3 clusters Score -520080.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -520080.531250 Penalty: 3963.997559 Iteration 30F: 3 clusters Score -520080.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (2249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Entering Unmasked Estep Score: -371462.656250 Penalty: 1914.123657 Iteration 0F: 2 clusters Score -371462.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -368725.781250 Penalty: 3828.247314 Iteration 0F: 3 clusters Score -368725.8 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -369382.156250 Penalty: 3828.247314 Iteration 1F: 3 clusters Score -369382.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -369606.875000 Penalty: 3828.247314 Iteration 2F: 3 clusters Score -369606.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -369800.406250 Penalty: 3828.247314 Iteration 3F: 3 clusters Score -369800.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -369978.593750 Penalty: 3828.247314 Iteration 4F: 3 clusters Score -369978.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -370111.375000 Penalty: 3828.247314 Iteration 5Q: 3 clusters Score -370111.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -370236.000000 Penalty: 3828.247314 Iteration 6Q: 3 clusters Score -370236 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -370327.500000 Penalty: 3828.247314 Iteration 7Q: 3 clusters Score -370327.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -370368.562500 Penalty: 3828.247314 Iteration 8Q: 3 clusters Score -370368.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -370392.781250 Penalty: 3828.247314 Iteration 9Q: 3 clusters Score -370392.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -370411.187500 Penalty: 3828.247314 Iteration 10Q: 3 clusters Score -370411.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -370426.468750 Penalty: 3828.247314 Iteration 11Q: 3 clusters Score -370426.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -370431.968750 Penalty: 3828.247314 Iteration 12Q: 3 clusters Score -370432 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -370438.687500 Penalty: 3828.247314 Iteration 13Q: 3 clusters Score -370438.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -370440.968750 Penalty: 3828.247314 Iteration 14Q: 3 clusters Score -370441 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -370443.406250 Penalty: 3828.247314 Iteration 15Q: 3 clusters Score -370443.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -370445.093750 Penalty: 3828.247314 Iteration 16Q: 3 clusters Score -370445.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -370444.812500 Penalty: 3828.247314 Iteration 17Q: 3 clusters Score -370444.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -370444.812500 Penalty: 3828.247314 Iteration 18F: 3 clusters Score -370444.8 nChanged 0 --- Evaluating fit on full set of 280280 points --- Entering Unmasked Estep Score: -47143868.000000 Penalty: 118210.367188 20->39 Clusters: Score -47143868.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 93426 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 4576 members Mstep: Class 3 contains 4615 members Mstep: Class 4 contains 4750 members Mstep: Class 5 contains 4737 members Mstep: Class 6 contains 4622 members Mstep: Class 7 contains 4675 members Mstep: Class 8 contains 4640 members Mstep: Class 9 contains 4734 members Mstep: Class 10 contains 4719 members Mstep: Class 11 contains 4616 members Mstep: Class 12 contains 4679 members Mstep: Class 13 contains 4637 members Mstep: Class 14 contains 4669 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 4646 members Mstep: Class 17 contains 4724 members Mstep: Class 18 contains 4668 members Mstep: Class 19 contains 4763 members Mstep: Class 20 contains 4641 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 242.725876 but Gain 2838.339844 Score: -12866884.000000 Penalty: 53928.488281 Iteration 0F: 20 clusters Score -1.286688e+07 nChanged 88555 Entering Unmasked Mstep Mstep: Class 0 contains 1036 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 511 members Mstep: Class 3 contains 17342 members Mstep: Class 4 contains 301 members Mstep: Class 5 contains 41740 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 301 members Mstep: Class 9 contains 7111 members Mstep: Class 10 contains 326 members Mstep: Class 11 contains 1272 members Mstep: Class 12 contains 2914 members Mstep: Class 13 contains 452 members Mstep: Class 14 contains 1304 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 1155 members Mstep: Class 18 contains 347 members Mstep: Class 19 contains 13795 members Mstep: Class 20 contains 346 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 747.520996 but Gain 2838.339844 Score: -14875034.000000 Penalty: 51090.148438 Iteration 1F: 19 clusters Score -1.487503e+07 nChanged 37204 Entering Unmasked Mstep Mstep: Class 0 contains 380 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 326 members Mstep: Class 3 contains 5679 members Mstep: Class 5 contains 53186 members Mstep: Class 6 contains 1850 members Mstep: Class 7 contains 255 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 13900 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 1741 members Mstep: Class 12 contains 1384 members Mstep: Class 13 contains 596 members Mstep: Class 14 contains 1248 members Mstep: Class 16 contains 567 members Mstep: Class 17 contains 1177 members Mstep: Class 18 contains 216 members Mstep: Class 19 contains 8278 members Mstep: Class 20 contains 616 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1361.942749 but Gain 2838.343750 Score: -15298396.000000 Penalty: 48251.804688 Iteration 2F: 18 clusters Score -1.52984e+07 nChanged 24737 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 3052 members Mstep: Class 5 contains 45568 members Mstep: Class 6 contains 3536 members Mstep: Class 7 contains 239 members Mstep: Class 8 contains 298 members Mstep: Class 9 contains 25871 members Mstep: Class 10 contains 560 members Mstep: Class 11 contains 1162 members Mstep: Class 12 contains 961 members Mstep: Class 13 contains 716 members Mstep: Class 14 contains 1295 members Mstep: Class 16 contains 770 members Mstep: Class 17 contains 999 members Mstep: Class 19 contains 4445 members Mstep: Class 20 contains 661 members Entering Unmasked Estep ConsiderDeletion Score: -15422043.000000 Penalty: 48251.804688 Iteration 3F: 18 clusters Score -1.542204e+07 nChanged 11903 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 347 members Mstep: Class 3 contains 3665 members Mstep: Class 5 contains 40060 members Mstep: Class 6 contains 4022 members Mstep: Class 7 contains 249 members Mstep: Class 8 contains 358 members Mstep: Class 9 contains 30113 members Mstep: Class 10 contains 766 members Mstep: Class 11 contains 903 members Mstep: Class 12 contains 1317 members Mstep: Class 13 contains 699 members Mstep: Class 14 contains 1372 members Mstep: Class 16 contains 899 members Mstep: Class 17 contains 880 members Mstep: Class 19 contains 4061 members Mstep: Class 20 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -15462847.000000 Penalty: 48251.804688 Iteration 4F: 18 clusters Score -1.546285e+07 nChanged 6647 Entering Unmasked Mstep Mstep: Class 0 contains 100 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 4408 members Mstep: Class 5 contains 37424 members Mstep: Class 6 contains 3985 members Mstep: Class 7 contains 267 members Mstep: Class 8 contains 389 members Mstep: Class 9 contains 30939 members Mstep: Class 10 contains 902 members Mstep: Class 11 contains 807 members Mstep: Class 12 contains 1590 members Mstep: Class 13 contains 694 members Mstep: Class 14 contains 1430 members Mstep: Class 16 contains 1045 members Mstep: Class 17 contains 813 members Mstep: Class 19 contains 4714 members Mstep: Class 20 contains 661 members Entering Unmasked Estep ConsiderDeletion Score: -15482047.000000 Penalty: 48251.804688 Iteration 5F: 18 clusters Score -1.548205e+07 nChanged 4955 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 385 members Mstep: Class 3 contains 5111 members Mstep: Class 5 contains 35788 members Mstep: Class 6 contains 3867 members Mstep: Class 7 contains 301 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 30689 members Mstep: Class 10 contains 978 members Mstep: Class 11 contains 780 members Mstep: Class 12 contains 1608 members Mstep: Class 13 contains 698 members Mstep: Class 14 contains 1460 members Mstep: Class 16 contains 1184 members Mstep: Class 17 contains 802 members Mstep: Class 19 contains 5775 members Mstep: Class 20 contains 631 members Entering Unmasked Estep ConsiderDeletion Score: -15493583.000000 Penalty: 48251.804688 Iteration 6F: 18 clusters Score -1.549358e+07 nChanged 4223 Entering Unmasked Mstep Mstep: Class 0 contains 93 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 385 members Mstep: Class 3 contains 5555 members Mstep: Class 5 contains 34878 members Mstep: Class 6 contains 3736 members Mstep: Class 7 contains 367 members Mstep: Class 8 contains 445 members Mstep: Class 9 contains 29993 members Mstep: Class 10 contains 1026 members Mstep: Class 11 contains 777 members Mstep: Class 12 contains 1545 members Mstep: Class 13 contains 715 members Mstep: Class 14 contains 1446 members Mstep: Class 16 contains 1302 members Mstep: Class 17 contains 799 members Mstep: Class 19 contains 6859 members Mstep: Class 20 contains 605 members Entering Unmasked Estep ConsiderDeletion Score: -15501643.000000 Penalty: 48251.804688 Iteration 7Q: 18 clusters Score -1.550164e+07 nChanged 3867 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 379 members Mstep: Class 3 contains 5942 members Mstep: Class 5 contains 34404 members Mstep: Class 6 contains 3637 members Mstep: Class 7 contains 463 members Mstep: Class 8 contains 475 members Mstep: Class 9 contains 29013 members Mstep: Class 10 contains 1069 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 1507 members Mstep: Class 13 contains 727 members Mstep: Class 14 contains 1420 members Mstep: Class 16 contains 1375 members Mstep: Class 17 contains 808 members Mstep: Class 19 contains 7773 members Mstep: Class 20 contains 584 members Entering Unmasked Estep ConsiderDeletion Score: -15509802.000000 Penalty: 48251.804688 Iteration 8Q: 18 clusters Score -1.55098e+07 nChanged 3699 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 387 members Mstep: Class 3 contains 6596 members Mstep: Class 5 contains 34142 members Mstep: Class 6 contains 3428 members Mstep: Class 7 contains 580 members Mstep: Class 8 contains 483 members Mstep: Class 9 contains 27958 members Mstep: Class 10 contains 1111 members Mstep: Class 11 contains 774 members Mstep: Class 12 contains 1502 members Mstep: Class 13 contains 742 members Mstep: Class 14 contains 1393 members Mstep: Class 16 contains 1443 members Mstep: Class 17 contains 820 members Mstep: Class 19 contains 8355 members Mstep: Class 20 contains 569 members Entering Unmasked Estep ConsiderDeletion Score: -15517385.000000 Penalty: 48251.804688 Iteration 9Q: 18 clusters Score -1.551738e+07 nChanged 3577 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 392 members Mstep: Class 3 contains 7672 members Mstep: Class 5 contains 33511 members Mstep: Class 6 contains 3125 members Mstep: Class 7 contains 702 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 27197 members Mstep: Class 10 contains 1136 members Mstep: Class 11 contains 777 members Mstep: Class 12 contains 1498 members Mstep: Class 13 contains 757 members Mstep: Class 14 contains 1371 members Mstep: Class 16 contains 1530 members Mstep: Class 17 contains 834 members Mstep: Class 19 contains 8699 members Mstep: Class 20 contains 557 members Entering Unmasked Estep ConsiderDeletion Score: -15524939.000000 Penalty: 48251.804688 Iteration 10Q: 18 clusters Score -1.552494e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 398 members Mstep: Class 3 contains 8835 members Mstep: Class 5 contains 32633 members Mstep: Class 6 contains 2957 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 502 members Mstep: Class 9 contains 26578 members Mstep: Class 10 contains 1153 members Mstep: Class 11 contains 772 members Mstep: Class 12 contains 1533 members Mstep: Class 13 contains 766 members Mstep: Class 14 contains 1359 members Mstep: Class 16 contains 1596 members Mstep: Class 17 contains 851 members Mstep: Class 19 contains 8940 members Mstep: Class 20 contains 548 members Entering Unmasked Estep ConsiderDeletion Score: -15530692.000000 Penalty: 48251.804688 Iteration 11Q: 18 clusters Score -1.553069e+07 nChanged 2844 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 412 members Mstep: Class 3 contains 9940 members Mstep: Class 5 contains 31630 members Mstep: Class 6 contains 2961 members Mstep: Class 7 contains 924 members Mstep: Class 8 contains 513 members Mstep: Class 9 contains 26087 members Mstep: Class 10 contains 1179 members Mstep: Class 11 contains 770 members Mstep: Class 12 contains 1558 members Mstep: Class 13 contains 782 members Mstep: Class 14 contains 1341 members Mstep: Class 16 contains 1655 members Mstep: Class 17 contains 852 members Mstep: Class 19 contains 9105 members Mstep: Class 20 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -15535054.000000 Penalty: 48251.804688 Iteration 12Q: 18 clusters Score -1.553505e+07 nChanged 2588 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 416 members Mstep: Class 3 contains 10931 members Mstep: Class 5 contains 30661 members Mstep: Class 6 contains 3023 members Mstep: Class 7 contains 1014 members Mstep: Class 8 contains 522 members Mstep: Class 9 contains 25676 members Mstep: Class 10 contains 1207 members Mstep: Class 11 contains 763 members Mstep: Class 12 contains 1595 members Mstep: Class 13 contains 800 members Mstep: Class 14 contains 1333 members Mstep: Class 16 contains 1728 members Mstep: Class 17 contains 856 members Mstep: Class 19 contains 9160 members Mstep: Class 20 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -15538892.000000 Penalty: 48251.804688 Iteration 13Q: 18 clusters Score -1.553889e+07 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 426 members Mstep: Class 3 contains 11768 members Mstep: Class 5 contains 29759 members Mstep: Class 6 contains 3164 members Mstep: Class 7 contains 1095 members Mstep: Class 8 contains 522 members Mstep: Class 9 contains 25300 members Mstep: Class 10 contains 1230 members Mstep: Class 11 contains 752 members Mstep: Class 12 contains 1649 members Mstep: Class 13 contains 806 members Mstep: Class 14 contains 1334 members Mstep: Class 16 contains 1830 members Mstep: Class 17 contains 860 members Mstep: Class 19 contains 9191 members Mstep: Class 20 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -15542120.000000 Penalty: 48251.804688 Iteration 14Q: 18 clusters Score -1.554212e+07 nChanged 2370 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 437 members Mstep: Class 3 contains 12624 members Mstep: Class 5 contains 28857 members Mstep: Class 6 contains 3361 members Mstep: Class 7 contains 1163 members Mstep: Class 8 contains 523 members Mstep: Class 9 contains 24989 members Mstep: Class 10 contains 1270 members Mstep: Class 11 contains 744 members Mstep: Class 12 contains 1668 members Mstep: Class 13 contains 819 members Mstep: Class 14 contains 1337 members Mstep: Class 16 contains 1896 members Mstep: Class 17 contains 859 members Mstep: Class 19 contains 9128 members Mstep: Class 20 contains 553 members Entering Unmasked Estep ConsiderDeletion Score: -15545352.000000 Penalty: 48251.804688 Iteration 15Q: 18 clusters Score -1.554535e+07 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 452 members Mstep: Class 3 contains 13440 members Mstep: Class 5 contains 27944 members Mstep: Class 6 contains 3575 members Mstep: Class 7 contains 1209 members Mstep: Class 8 contains 530 members Mstep: Class 9 contains 24706 members Mstep: Class 10 contains 1313 members Mstep: Class 11 contains 741 members Mstep: Class 12 contains 1714 members Mstep: Class 13 contains 829 members Mstep: Class 14 contains 1338 members Mstep: Class 16 contains 1988 members Mstep: Class 17 contains 854 members Mstep: Class 19 contains 9060 members Mstep: Class 20 contains 558 members Entering Unmasked Estep ConsiderDeletion Score: -15548524.000000 Penalty: 48251.804688 Iteration 16Q: 18 clusters Score -1.554852e+07 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 458 members Mstep: Class 3 contains 14228 members Mstep: Class 5 contains 27108 members Mstep: Class 6 contains 3808 members Mstep: Class 7 contains 1236 members Mstep: Class 8 contains 531 members Mstep: Class 9 contains 24440 members Mstep: Class 10 contains 1353 members Mstep: Class 11 contains 741 members Mstep: Class 12 contains 1746 members Mstep: Class 13 contains 852 members Mstep: Class 14 contains 1341 members Mstep: Class 16 contains 2085 members Mstep: Class 17 contains 856 members Mstep: Class 19 contains 8946 members Mstep: Class 20 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -15551213.000000 Penalty: 48251.804688 Iteration 17Q: 18 clusters Score -1.555121e+07 nChanged 2212 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 14865 members Mstep: Class 5 contains 26355 members Mstep: Class 6 contains 4049 members Mstep: Class 7 contains 1264 members Mstep: Class 8 contains 535 members Mstep: Class 9 contains 24155 members Mstep: Class 10 contains 1398 members Mstep: Class 11 contains 739 members Mstep: Class 12 contains 1793 members Mstep: Class 13 contains 860 members Mstep: Class 14 contains 1344 members Mstep: Class 16 contains 2185 members Mstep: Class 17 contains 859 members Mstep: Class 19 contains 8899 members Mstep: Class 20 contains 561 members Entering Unmasked Estep ConsiderDeletion Score: -15553860.000000 Penalty: 48251.804688 Iteration 18Q: 18 clusters Score -1.555386e+07 nChanged 2167 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 495 members Mstep: Class 3 contains 15470 members Mstep: Class 5 contains 25629 members Mstep: Class 6 contains 4270 members Mstep: Class 7 contains 1287 members Mstep: Class 8 contains 536 members Mstep: Class 9 contains 23895 members Mstep: Class 10 contains 1462 members Mstep: Class 11 contains 738 members Mstep: Class 12 contains 1832 members Mstep: Class 13 contains 858 members Mstep: Class 14 contains 1348 members Mstep: Class 16 contains 2262 members Mstep: Class 17 contains 858 members Mstep: Class 19 contains 8869 members Mstep: Class 20 contains 563 members Entering Unmasked Estep ConsiderDeletion Score: -15556389.000000 Penalty: 48251.804688 Iteration 19Q: 18 clusters Score -1.555639e+07 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 520 members Mstep: Class 3 contains 15976 members Mstep: Class 5 contains 24959 members Mstep: Class 6 contains 4538 members Mstep: Class 7 contains 1304 members Mstep: Class 8 contains 536 members Mstep: Class 9 contains 23639 members Mstep: Class 10 contains 1511 members Mstep: Class 11 contains 735 members Mstep: Class 12 contains 1863 members Mstep: Class 13 contains 853 members Mstep: Class 14 contains 1356 members Mstep: Class 16 contains 2339 members Mstep: Class 17 contains 863 members Mstep: Class 19 contains 8882 members Mstep: Class 20 contains 564 members Entering Unmasked Estep ConsiderDeletion Score: -15560621.000000 Penalty: 48251.804688 Iteration 20F: 18 clusters Score -1.556062e+07 nChanged 2824 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 573 members Mstep: Class 3 contains 16605 members Mstep: Class 5 contains 24273 members Mstep: Class 6 contains 4659 members Mstep: Class 7 contains 1517 members Mstep: Class 8 contains 535 members Mstep: Class 9 contains 23013 members Mstep: Class 10 contains 1599 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 2141 members Mstep: Class 13 contains 846 members Mstep: Class 14 contains 1357 members Mstep: Class 16 contains 2513 members Mstep: Class 17 contains 841 members Mstep: Class 19 contains 8827 members Mstep: Class 20 contains 541 members Entering Unmasked Estep ConsiderDeletion Score: -15566162.000000 Penalty: 48251.804688 Iteration 21Q: 18 clusters Score -1.556616e+07 nChanged 2693 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 616 members Mstep: Class 3 contains 17021 members Mstep: Class 5 contains 23629 members Mstep: Class 6 contains 4903 members Mstep: Class 7 contains 1659 members Mstep: Class 8 contains 536 members Mstep: Class 9 contains 22292 members Mstep: Class 10 contains 1697 members Mstep: Class 11 contains 734 members Mstep: Class 12 contains 2496 members Mstep: Class 13 contains 837 members Mstep: Class 14 contains 1361 members Mstep: Class 16 contains 2612 members Mstep: Class 17 contains 833 members Mstep: Class 19 contains 8916 members Mstep: Class 20 contains 530 members Entering Unmasked Estep ConsiderDeletion Score: -15571163.000000 Penalty: 48251.804688 Iteration 22Q: 18 clusters Score -1.557116e+07 nChanged 2427 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 17277 members Mstep: Class 5 contains 23048 members Mstep: Class 6 contains 5147 members Mstep: Class 7 contains 1769 members Mstep: Class 8 contains 546 members Mstep: Class 9 contains 21665 members Mstep: Class 10 contains 1782 members Mstep: Class 11 contains 734 members Mstep: Class 12 contains 2800 members Mstep: Class 13 contains 836 members Mstep: Class 14 contains 1367 members Mstep: Class 16 contains 2677 members Mstep: Class 17 contains 829 members Mstep: Class 19 contains 9083 members Mstep: Class 20 contains 524 members Entering Unmasked Estep ConsiderDeletion Score: -15574743.000000 Penalty: 48251.804688 Iteration 23Q: 18 clusters Score -1.557474e+07 nChanged 2090 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 672 members Mstep: Class 3 contains 17428 members Mstep: Class 5 contains 22545 members Mstep: Class 6 contains 5393 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 544 members Mstep: Class 9 contains 21222 members Mstep: Class 10 contains 1846 members Mstep: Class 11 contains 727 members Mstep: Class 12 contains 2862 members Mstep: Class 13 contains 841 members Mstep: Class 14 contains 1375 members Mstep: Class 16 contains 2767 members Mstep: Class 17 contains 833 members Mstep: Class 19 contains 9353 members Mstep: Class 20 contains 525 members Entering Unmasked Estep ConsiderDeletion Score: -15576858.000000 Penalty: 48251.804688 Iteration 24Q: 18 clusters Score -1.557686e+07 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 691 members Mstep: Class 3 contains 17527 members Mstep: Class 5 contains 22111 members Mstep: Class 6 contains 5627 members Mstep: Class 7 contains 1949 members Mstep: Class 8 contains 546 members Mstep: Class 9 contains 20847 members Mstep: Class 10 contains 1923 members Mstep: Class 11 contains 720 members Mstep: Class 12 contains 2844 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 1374 members Mstep: Class 16 contains 2817 members Mstep: Class 17 contains 833 members Mstep: Class 19 contains 9678 members Mstep: Class 20 contains 524 members Entering Unmasked Estep ConsiderDeletion Score: -15578513.000000 Penalty: 48251.804688 Iteration 25Q: 18 clusters Score -1.557851e+07 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 702 members Mstep: Class 3 contains 17524 members Mstep: Class 5 contains 21778 members Mstep: Class 6 contains 5820 members Mstep: Class 7 contains 1999 members Mstep: Class 8 contains 542 members Mstep: Class 9 contains 20520 members Mstep: Class 10 contains 2002 members Mstep: Class 11 contains 719 members Mstep: Class 12 contains 2815 members Mstep: Class 13 contains 866 members Mstep: Class 14 contains 1376 members Mstep: Class 16 contains 2863 members Mstep: Class 17 contains 837 members Mstep: Class 19 contains 10036 members Mstep: Class 20 contains 527 members Entering Unmasked Estep ConsiderDeletion Score: -15579711.000000 Penalty: 48251.804688 Iteration 26Q: 18 clusters Score -1.557971e+07 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 708 members Mstep: Class 3 contains 17453 members Mstep: Class 5 contains 21485 members Mstep: Class 6 contains 6015 members Mstep: Class 7 contains 2017 members Mstep: Class 8 contains 541 members Mstep: Class 9 contains 20241 members Mstep: Class 10 contains 2085 members Mstep: Class 11 contains 717 members Mstep: Class 12 contains 2816 members Mstep: Class 13 contains 858 members Mstep: Class 14 contains 1379 members Mstep: Class 16 contains 2889 members Mstep: Class 17 contains 844 members Mstep: Class 19 contains 10394 members Mstep: Class 20 contains 530 members Entering Unmasked Estep ConsiderDeletion Score: -15580908.000000 Penalty: 48251.804688 Iteration 27Q: 18 clusters Score -1.558091e+07 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 714 members Mstep: Class 3 contains 17315 members Mstep: Class 5 contains 21246 members Mstep: Class 6 contains 6229 members Mstep: Class 7 contains 2028 members Mstep: Class 8 contains 540 members Mstep: Class 9 contains 19987 members Mstep: Class 10 contains 2167 members Mstep: Class 11 contains 717 members Mstep: Class 12 contains 2807 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 1380 members Mstep: Class 16 contains 2897 members Mstep: Class 17 contains 847 members Mstep: Class 19 contains 10754 members Mstep: Class 20 contains 536 members Entering Unmasked Estep ConsiderDeletion Score: -15582052.000000 Penalty: 48251.804688 Iteration 28Q: 18 clusters Score -1.558205e+07 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 715 members Mstep: Class 3 contains 17189 members Mstep: Class 5 contains 21014 members Mstep: Class 6 contains 6425 members Mstep: Class 7 contains 2002 members Mstep: Class 8 contains 547 members Mstep: Class 9 contains 19806 members Mstep: Class 10 contains 2255 members Mstep: Class 11 contains 716 members Mstep: Class 12 contains 2789 members Mstep: Class 13 contains 858 members Mstep: Class 14 contains 1380 members Mstep: Class 16 contains 2917 members Mstep: Class 17 contains 851 members Mstep: Class 19 contains 11075 members Mstep: Class 20 contains 540 members Entering Unmasked Estep ConsiderDeletion Score: -15583125.000000 Penalty: 48251.804688 Iteration 29Q: 18 clusters Score -1.558312e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 726 members Mstep: Class 3 contains 17021 members Mstep: Class 5 contains 20788 members Mstep: Class 6 contains 6676 members Mstep: Class 7 contains 1976 members Mstep: Class 8 contains 547 members Mstep: Class 9 contains 19679 members Mstep: Class 10 contains 2309 members Mstep: Class 11 contains 711 members Mstep: Class 12 contains 2773 members Mstep: Class 13 contains 854 members Mstep: Class 14 contains 1382 members Mstep: Class 16 contains 2923 members Mstep: Class 17 contains 856 members Mstep: Class 19 contains 11360 members Mstep: Class 20 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -15584022.000000 Penalty: 48251.804688 Iteration 30Q: 18 clusters Score -1.558402e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 730 members Mstep: Class 3 contains 16897 members Mstep: Class 5 contains 20579 members Mstep: Class 6 contains 6860 members Mstep: Class 7 contains 1962 members Mstep: Class 8 contains 545 members Mstep: Class 9 contains 19551 members Mstep: Class 10 contains 2383 members Mstep: Class 11 contains 707 members Mstep: Class 12 contains 2766 members Mstep: Class 13 contains 848 members Mstep: Class 14 contains 1388 members Mstep: Class 16 contains 2929 members Mstep: Class 17 contains 860 members Mstep: Class 19 contains 11619 members Mstep: Class 20 contains 546 members Entering Unmasked Estep ConsiderDeletion Score: -15584651.000000 Penalty: 48251.804688 Iteration 31Q: 18 clusters Score -1.558465e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 16798 members Mstep: Class 5 contains 20386 members Mstep: Class 6 contains 7019 members Mstep: Class 7 contains 1949 members Mstep: Class 8 contains 548 members Mstep: Class 9 contains 19429 members Mstep: Class 10 contains 2443 members Mstep: Class 11 contains 704 members Mstep: Class 12 contains 2771 members Mstep: Class 13 contains 844 members Mstep: Class 14 contains 1389 members Mstep: Class 16 contains 2923 members Mstep: Class 17 contains 864 members Mstep: Class 19 contains 11851 members Mstep: Class 20 contains 548 members Entering Unmasked Estep ConsiderDeletion Score: -15585012.000000 Penalty: 48251.804688 Iteration 32Q: 18 clusters Score -1.558501e+07 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 743 members Mstep: Class 3 contains 16710 members Mstep: Class 5 contains 20205 members Mstep: Class 6 contains 7168 members Mstep: Class 7 contains 1939 members Mstep: Class 8 contains 549 members Mstep: Class 9 contains 19325 members Mstep: Class 10 contains 2498 members Mstep: Class 11 contains 702 members Mstep: Class 12 contains 2775 members Mstep: Class 13 contains 841 members Mstep: Class 14 contains 1390 members Mstep: Class 16 contains 2913 members Mstep: Class 17 contains 865 members Mstep: Class 19 contains 12043 members Mstep: Class 20 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -15585287.000000 Penalty: 48251.804688 Iteration 33Q: 18 clusters Score -1.558529e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 754 members Mstep: Class 3 contains 16624 members Mstep: Class 5 contains 20049 members Mstep: Class 6 contains 7299 members Mstep: Class 7 contains 1923 members Mstep: Class 8 contains 552 members Mstep: Class 9 contains 19246 members Mstep: Class 10 contains 2538 members Mstep: Class 11 contains 704 members Mstep: Class 12 contains 2787 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 1389 members Mstep: Class 16 contains 2912 members Mstep: Class 17 contains 868 members Mstep: Class 19 contains 12195 members Mstep: Class 20 contains 554 members Entering Unmasked Estep ConsiderDeletion Score: -15585632.000000 Penalty: 48251.804688 Iteration 34Q: 18 clusters Score -1.558563e+07 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 759 members Mstep: Class 3 contains 16551 members Mstep: Class 5 contains 19908 members Mstep: Class 6 contains 7419 members Mstep: Class 7 contains 1920 members Mstep: Class 8 contains 553 members Mstep: Class 9 contains 19158 members Mstep: Class 10 contains 2586 members Mstep: Class 11 contains 705 members Mstep: Class 12 contains 2797 members Mstep: Class 13 contains 837 members Mstep: Class 14 contains 1389 members Mstep: Class 16 contains 2906 members Mstep: Class 17 contains 871 members Mstep: Class 19 contains 12329 members Mstep: Class 20 contains 557 members Entering Unmasked Estep ConsiderDeletion Score: -15585872.000000 Penalty: 48251.804688 Iteration 35Q: 18 clusters Score -1.558587e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 765 members Mstep: Class 3 contains 16494 members Mstep: Class 5 contains 19753 members Mstep: Class 6 contains 7512 members Mstep: Class 7 contains 1920 members Mstep: Class 8 contains 557 members Mstep: Class 9 contains 19088 members Mstep: Class 10 contains 2624 members Mstep: Class 11 contains 705 members Mstep: Class 12 contains 2802 members Mstep: Class 13 contains 837 members Mstep: Class 14 contains 1388 members Mstep: Class 16 contains 2899 members Mstep: Class 17 contains 876 members Mstep: Class 19 contains 12471 members Mstep: Class 20 contains 558 members Entering Unmasked Estep ConsiderDeletion Score: -15586069.000000 Penalty: 48251.804688 Iteration 36Q: 18 clusters Score -1.558607e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 772 members Mstep: Class 3 contains 16442 members Mstep: Class 5 contains 19607 members Mstep: Class 6 contains 7587 members Mstep: Class 7 contains 1923 members Mstep: Class 8 contains 558 members Mstep: Class 9 contains 19030 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 705 members Mstep: Class 12 contains 2809 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 1388 members Mstep: Class 16 contains 2893 members Mstep: Class 17 contains 878 members Mstep: Class 19 contains 12608 members Mstep: Class 20 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -15586253.000000 Penalty: 48251.804688 Iteration 37Q: 18 clusters Score -1.558625e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 779 members Mstep: Class 3 contains 16387 members Mstep: Class 5 contains 19473 members Mstep: Class 6 contains 7659 members Mstep: Class 7 contains 1932 members Mstep: Class 8 contains 557 members Mstep: Class 9 contains 18981 members Mstep: Class 10 contains 2684 members Mstep: Class 11 contains 705 members Mstep: Class 12 contains 2820 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 1388 members Mstep: Class 16 contains 2887 members Mstep: Class 17 contains 880 members Mstep: Class 19 contains 12729 members Mstep: Class 20 contains 563 members Entering Unmasked Estep ConsiderDeletion Score: -15586450.000000 Penalty: 48251.804688 Iteration 38Q: 18 clusters Score -1.558645e+07 nChanged 378 Entering ConstructFrom: Score: -15586450.000000 Penalty: 48251.804688 Entering ConstructFrom: Trying to split cluster 1 (2070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Entering Unmasked Estep Score: -338512.593750 Penalty: 1893.555420 Iteration 0F: 2 clusters Score -338512.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -335977.718750 Penalty: 3787.110840 Iteration 0F: 3 clusters Score -335977.7 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -336948.875000 Penalty: 3787.110840 Iteration 1F: 3 clusters Score -336948.9 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -337768.406250 Penalty: 3787.110840 Iteration 2F: 3 clusters Score -337768.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -338220.468750 Penalty: 3787.110840 Iteration 3F: 3 clusters Score -338220.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -338467.718750 Penalty: 3787.110840 Iteration 4F: 3 clusters Score -338467.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -338587.625000 Penalty: 3787.110840 Iteration 5Q: 3 clusters Score -338587.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -338637.000000 Penalty: 3787.110840 Iteration 6Q: 3 clusters Score -338637 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -338663.937500 Penalty: 3787.110840 Iteration 7Q: 3 clusters Score -338663.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -338686.218750 Penalty: 3787.110840 Iteration 8Q: 3 clusters Score -338686.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -338711.375000 Penalty: 3787.110840 Iteration 9Q: 3 clusters Score -338711.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -338729.593750 Penalty: 3787.110840 Iteration 10Q: 3 clusters Score -338729.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -338735.218750 Penalty: 3787.110840 Iteration 11Q: 3 clusters Score -338735.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -338740.218750 Penalty: 3787.110840 Iteration 12Q: 3 clusters Score -338740.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -338745.406250 Penalty: 3787.110840 Iteration 13Q: 3 clusters Score -338745.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -338749.093750 Penalty: 3787.110840 Iteration 14Q: 3 clusters Score -338749.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -338757.875000 Penalty: 3787.110840 Iteration 15Q: 3 clusters Score -338757.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -338762.437500 Penalty: 3787.110840 Iteration 16Q: 3 clusters Score -338762.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -338768.187500 Penalty: 3787.110840 Iteration 17Q: 3 clusters Score -338768.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -338775.312500 Penalty: 3787.110840 Iteration 18Q: 3 clusters Score -338775.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -338776.812500 Penalty: 3787.110840 Iteration 19Q: 3 clusters Score -338776.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -338779.312500 Penalty: 3787.110840 Iteration 20F: 3 clusters Score -338779.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -338782.656250 Penalty: 3787.110840 Iteration 21Q: 3 clusters Score -338782.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -338794.437500 Penalty: 3787.110840 Iteration 22Q: 3 clusters Score -338794.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -338814.093750 Penalty: 3787.110840 Iteration 23Q: 3 clusters Score -338814.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -338825.937500 Penalty: 3787.110840 Iteration 24Q: 3 clusters Score -338825.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -338837.531250 Penalty: 3787.110840 Iteration 25Q: 3 clusters Score -338837.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -338848.906250 Penalty: 3787.110840 Iteration 26Q: 3 clusters Score -338848.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -338862.562500 Penalty: 3787.110840 Iteration 27Q: 3 clusters Score -338862.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -338878.437500 Penalty: 3787.110840 Iteration 28Q: 3 clusters Score -338878.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -338895.906250 Penalty: 3787.110840 Iteration 29Q: 3 clusters Score -338895.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -338906.781250 Penalty: 3787.110840 Iteration 30Q: 3 clusters Score -338906.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -338920.437500 Penalty: 3787.110840 Iteration 31Q: 3 clusters Score -338920.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -338934.906250 Penalty: 3787.110840 Iteration 32Q: 3 clusters Score -338934.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -338947.375000 Penalty: 3787.110840 Iteration 33Q: 3 clusters Score -338947.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -338963.062500 Penalty: 3787.110840 Iteration 34Q: 3 clusters Score -338963.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -338970.968750 Penalty: 3787.110840 Iteration 35Q: 3 clusters Score -338971 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -338974.968750 Penalty: 3787.110840 Iteration 36Q: 3 clusters Score -338975 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -338984.687500 Penalty: 3787.110840 Iteration 37Q: 3 clusters Score -338984.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -338997.656250 Penalty: 3787.110840 Iteration 38Q: 3 clusters Score -338997.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -339007.125000 Penalty: 3787.110840 Iteration 39Q: 3 clusters Score -339007.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -339017.000000 Penalty: 3787.110840 Iteration 40F: 3 clusters Score -339017 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -339027.031250 Penalty: 3787.110840 Iteration 41Q: 3 clusters Score -339027 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -339035.093750 Penalty: 3787.110840 Iteration 42Q: 3 clusters Score -339035.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -339042.968750 Penalty: 3787.110840 Iteration 43Q: 3 clusters Score -339043 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -339045.343750 Penalty: 3787.110840 Iteration 44Q: 3 clusters Score -339045.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -339047.750000 Penalty: 3787.110840 Iteration 45Q: 3 clusters Score -339047.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -339049.437500 Penalty: 3787.110840 Iteration 46Q: 3 clusters Score -339049.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -339052.187500 Penalty: 3787.110840 Iteration 47Q: 3 clusters Score -339052.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -339055.218750 Penalty: 3787.110840 Iteration 48Q: 3 clusters Score -339055.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -339059.750000 Penalty: 3787.110840 Iteration 49Q: 3 clusters Score -339059.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -339063.375000 Penalty: 3787.110840 Iteration 50Q: 3 clusters Score -339063.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -339064.812500 Penalty: 3787.110840 Iteration 51Q: 3 clusters Score -339064.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -339065.437500 Penalty: 3787.110840 Iteration 52Q: 3 clusters Score -339065.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -339065.843750 Penalty: 3787.110840 Iteration 53Q: 3 clusters Score -339065.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -339065.843750 Penalty: 3787.110840 Iteration 54F: 3 clusters Score -339065.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 1112 members Mstep: Class 5 contains 19336 members Mstep: Class 6 contains 7740 members Mstep: Class 7 contains 1948 members Mstep: Class 8 contains 557 members Mstep: Class 9 contains 18941 members Mstep: Class 10 contains 2711 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 2825 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 1388 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Entering Unmasked Estep Score: -15586096.000000 Penalty: 51090.148438 Splitting cluster 1 changes total score from -15586450.000000 to -15586096.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Entering Unmasked Estep Score: -103143.898438 Penalty: 1653.720581 Iteration 0F: 2 clusters Score -103143.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -101626.968750 Penalty: 3307.441162 Iteration 0F: 3 clusters Score -101627 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -102597.507812 Penalty: 3307.441162 Iteration 1F: 3 clusters Score -102597.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -103056.210938 Penalty: 3307.441162 Iteration 2F: 3 clusters Score -103056.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -103333.445312 Penalty: 3307.441162 Iteration 3F: 3 clusters Score -103333.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -103498.039062 Penalty: 3307.441162 Iteration 4Q: 3 clusters Score -103498 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -103559.375000 Penalty: 3307.441162 Iteration 5Q: 3 clusters Score -103559.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -103613.203125 Penalty: 3307.441162 Iteration 6Q: 3 clusters Score -103613.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -103630.039062 Penalty: 3307.441162 Iteration 7Q: 3 clusters Score -103630 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -103638.718750 Penalty: 3307.441162 Iteration 8Q: 3 clusters Score -103638.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -103641.796875 Penalty: 3307.441162 Iteration 9Q: 3 clusters Score -103641.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -103642.156250 Penalty: 3307.441162 Iteration 10Q: 3 clusters Score -103642.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -103648.531250 Penalty: 3307.441162 Iteration 11Q: 3 clusters Score -103648.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -103649.687500 Penalty: 3307.441162 Iteration 12Q: 3 clusters Score -103649.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -103649.687500 Penalty: 3307.441162 Iteration 13F: 3 clusters Score -103649.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 443 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 344 members Mstep: Class 5 contains 19336 members Mstep: Class 6 contains 7740 members Mstep: Class 7 contains 1948 members Mstep: Class 8 contains 557 members Mstep: Class 9 contains 18941 members Mstep: Class 10 contains 2711 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 2825 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 1388 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Entering Unmasked Estep Score: -15585786.000000 Penalty: 51090.148438 Splitting cluster 2 changes total score from -15586450.000000 to -15585786.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (16339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16339 members Entering Unmasked Estep Score: -2875569.500000 Penalty: 2405.924805 Iteration 0F: 2 clusters Score -2875570 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 8102 members Entering Unmasked Estep Score: -2863922.250000 Penalty: 4811.849609 Iteration 0F: 3 clusters Score -2863922 nChanged 7045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -2867913.000000 Penalty: 4811.849609 Iteration 1F: 3 clusters Score -2867913 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -2868639.500000 Penalty: 4811.849609 Iteration 2F: 3 clusters Score -2868640 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9325 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -2869473.000000 Penalty: 4811.849609 Iteration 3F: 3 clusters Score -2869473 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9864 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -2870510.250000 Penalty: 4811.849609 Iteration 4F: 3 clusters Score -2870510 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -2871609.750000 Penalty: 4811.849609 Iteration 5F: 3 clusters Score -2871610 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10892 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -2872377.750000 Penalty: 4811.849609 Iteration 6F: 3 clusters Score -2872378 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -2872858.000000 Penalty: 4811.849609 Iteration 7F: 3 clusters Score -2872858 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -2873128.000000 Penalty: 4811.849609 Iteration 8Q: 3 clusters Score -2873128 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11301 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -2873272.250000 Penalty: 4811.849609 Iteration 9Q: 3 clusters Score -2873272 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -2873360.500000 Penalty: 4811.849609 Iteration 10Q: 3 clusters Score -2873360 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11293 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -2873427.750000 Penalty: 4811.849609 Iteration 11Q: 3 clusters Score -2873428 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -2873470.250000 Penalty: 4811.849609 Iteration 12Q: 3 clusters Score -2873470 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -2873478.750000 Penalty: 4811.849609 Iteration 13Q: 3 clusters Score -2873479 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -2873493.500000 Penalty: 4811.849609 Iteration 14Q: 3 clusters Score -2873494 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -2873502.000000 Penalty: 4811.849609 Iteration 15Q: 3 clusters Score -2873502 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11381 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -2873515.750000 Penalty: 4811.849609 Iteration 16Q: 3 clusters Score -2873516 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11389 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -2873517.000000 Penalty: 4811.849609 Iteration 17Q: 3 clusters Score -2873517 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11409 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -2873523.250000 Penalty: 4811.849609 Iteration 18Q: 3 clusters Score -2873523 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11435 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -2873527.750000 Penalty: 4811.849609 Iteration 19Q: 3 clusters Score -2873528 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -2873542.250000 Penalty: 4811.849609 Iteration 20F: 3 clusters Score -2873542 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -2873555.000000 Penalty: 4811.849609 Iteration 21Q: 3 clusters Score -2873555 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11511 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -2873561.000000 Penalty: 4811.849609 Iteration 22Q: 3 clusters Score -2873561 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -2873565.500000 Penalty: 4811.849609 Iteration 23Q: 3 clusters Score -2873566 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11553 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -2873576.250000 Penalty: 4811.849609 Iteration 24Q: 3 clusters Score -2873576 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11566 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -2873586.750000 Penalty: 4811.849609 Iteration 25Q: 3 clusters Score -2873587 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -2873588.500000 Penalty: 4811.849609 Iteration 26Q: 3 clusters Score -2873588 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11579 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -2873588.500000 Penalty: 4811.849609 Iteration 27Q: 3 clusters Score -2873588 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -2873591.750000 Penalty: 4811.849609 Iteration 28Q: 3 clusters Score -2873592 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -2873594.750000 Penalty: 4811.849609 Iteration 29Q: 3 clusters Score -2873595 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11618 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -2873597.750000 Penalty: 4811.849609 Iteration 30Q: 3 clusters Score -2873598 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11630 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -2873604.750000 Penalty: 4811.849609 Iteration 31Q: 3 clusters Score -2873605 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11638 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -2873614.000000 Penalty: 4811.849609 Iteration 32Q: 3 clusters Score -2873614 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -2873623.750000 Penalty: 4811.849609 Iteration 33Q: 3 clusters Score -2873624 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -2873623.750000 Penalty: 4811.849609 Iteration 34Q: 3 clusters Score -2873624 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11674 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -2873624.250000 Penalty: 4811.849609 Iteration 35Q: 3 clusters Score -2873624 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -2873636.750000 Penalty: 4811.849609 Iteration 36Q: 3 clusters Score -2873637 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11695 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -2873635.250000 Penalty: 4811.849609 Iteration 37Q: 3 clusters Score -2873635 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11701 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -2873645.500000 Penalty: 4811.849609 Iteration 38Q: 3 clusters Score -2873646 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11708 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -2873641.000000 Penalty: 4811.849609 Iteration 39Q: 3 clusters Score -2873641 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -2873639.750000 Penalty: 4811.849609 Iteration 40F: 3 clusters Score -2873640 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11728 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -2873637.250000 Penalty: 4811.849609 Iteration 41Q: 3 clusters Score -2873637 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11739 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -2873639.750000 Penalty: 4811.849609 Iteration 42Q: 3 clusters Score -2873640 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -2873640.000000 Penalty: 4811.849609 Iteration 43Q: 3 clusters Score -2873640 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11754 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -2873638.750000 Penalty: 4811.849609 Iteration 44Q: 3 clusters Score -2873639 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11761 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -2873641.250000 Penalty: 4811.849609 Iteration 45Q: 3 clusters Score -2873641 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11767 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -2873645.500000 Penalty: 4811.849609 Iteration 46Q: 3 clusters Score -2873646 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11774 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -2873648.000000 Penalty: 4811.849609 Iteration 47Q: 3 clusters Score -2873648 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11777 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -2873650.000000 Penalty: 4811.849609 Iteration 48Q: 3 clusters Score -2873650 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -2873654.500000 Penalty: 4811.849609 Iteration 49Q: 3 clusters Score -2873654 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -2873660.500000 Penalty: 4811.849609 Iteration 50Q: 3 clusters Score -2873660 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -2873653.750000 Penalty: 4811.849609 Iteration 51Q: 3 clusters Score -2873654 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11809 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -2873663.250000 Penalty: 4811.849609 Iteration 52Q: 3 clusters Score -2873663 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11813 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -2873662.750000 Penalty: 4811.849609 Iteration 53Q: 3 clusters Score -2873663 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11823 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -2873664.750000 Penalty: 4811.849609 Iteration 54Q: 3 clusters Score -2873665 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11837 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -2873669.750000 Penalty: 4811.849609 Iteration 55Q: 3 clusters Score -2873670 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -2873663.750000 Penalty: 4811.849609 Iteration 56Q: 3 clusters Score -2873664 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -2873663.500000 Penalty: 4811.849609 Iteration 57Q: 3 clusters Score -2873664 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -2873665.250000 Penalty: 4811.849609 Iteration 58Q: 3 clusters Score -2873665 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11861 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -2873665.250000 Penalty: 4811.849609 Iteration 59Q: 3 clusters Score -2873665 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11870 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -2873673.250000 Penalty: 4811.849609 Iteration 60F: 3 clusters Score -2873673 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -2873676.250000 Penalty: 4811.849609 Iteration 61Q: 3 clusters Score -2873676 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -2873688.750000 Penalty: 4811.849609 Iteration 62Q: 3 clusters Score -2873689 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11903 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -2873689.250000 Penalty: 4811.849609 Iteration 63Q: 3 clusters Score -2873689 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -2873692.000000 Penalty: 4811.849609 Iteration 64Q: 3 clusters Score -2873692 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11906 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -2873693.250000 Penalty: 4811.849609 Iteration 65Q: 3 clusters Score -2873693 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -2873691.500000 Penalty: 4811.849609 Iteration 66Q: 3 clusters Score -2873692 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11925 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -2873699.500000 Penalty: 4811.849609 Iteration 67Q: 3 clusters Score -2873700 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -2873702.750000 Penalty: 4811.849609 Iteration 68Q: 3 clusters Score -2873703 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11942 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -2873705.500000 Penalty: 4811.849609 Iteration 69Q: 3 clusters Score -2873706 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11955 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -2873711.750000 Penalty: 4811.849609 Iteration 70Q: 3 clusters Score -2873712 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -2873715.250000 Penalty: 4811.849609 Iteration 71Q: 3 clusters Score -2873715 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11970 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -2873710.250000 Penalty: 4811.849609 Iteration 72Q: 3 clusters Score -2873710 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -2873704.250000 Penalty: 4811.849609 Iteration 73Q: 3 clusters Score -2873704 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -2873709.500000 Penalty: 4811.849609 Iteration 74Q: 3 clusters Score -2873710 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -2873718.250000 Penalty: 4811.849609 Iteration 75Q: 3 clusters Score -2873718 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -2873718.500000 Penalty: 4811.849609 Iteration 76Q: 3 clusters Score -2873718 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12000 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -2873727.500000 Penalty: 4811.849609 Iteration 77Q: 3 clusters Score -2873728 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12003 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -2873727.500000 Penalty: 4811.849609 Iteration 78Q: 3 clusters Score -2873728 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12009 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -2873729.750000 Penalty: 4811.849609 Iteration 79Q: 3 clusters Score -2873730 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -2873733.250000 Penalty: 4811.849609 Iteration 80F: 3 clusters Score -2873733 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12015 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -2873732.750000 Penalty: 4811.849609 Iteration 81Q: 3 clusters Score -2873733 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -2873729.500000 Penalty: 4811.849609 Iteration 82Q: 3 clusters Score -2873730 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -2873726.000000 Penalty: 4811.849609 Iteration 83Q: 3 clusters Score -2873726 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -2873729.250000 Penalty: 4811.849609 Iteration 84Q: 3 clusters Score -2873729 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12023 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -2873730.250000 Penalty: 4811.849609 Iteration 85Q: 3 clusters Score -2873730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12024 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -2873732.500000 Penalty: 4811.849609 Iteration 86Q: 3 clusters Score -2873732 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12024 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -2873732.500000 Penalty: 4811.849609 Iteration 87F: 3 clusters Score -2873732 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (19336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19336 members Entering Unmasked Estep Score: -3409487.750000 Penalty: 2447.691650 Iteration 0F: 2 clusters Score -3409488 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 9601 members Entering Unmasked Estep Score: -3396008.250000 Penalty: 4895.383301 Iteration 0F: 3 clusters Score -3396008 nChanged 8533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10312 members Mstep: Class 2 contains 9024 members Entering Unmasked Estep Score: -3401421.250000 Penalty: 4895.383301 Iteration 1F: 3 clusters Score -3401421 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -3403080.500000 Penalty: 4895.383301 Iteration 2F: 3 clusters Score -3403080 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 8056 members Entering Unmasked Estep Score: -3405040.250000 Penalty: 4895.383301 Iteration 3F: 3 clusters Score -3405040 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -3406826.500000 Penalty: 4895.383301 Iteration 4F: 3 clusters Score -3406826 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11664 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -3408042.500000 Penalty: 4895.383301 Iteration 5F: 3 clusters Score -3408042 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -3408780.750000 Penalty: 4895.383301 Iteration 6F: 3 clusters Score -3408781 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -3409355.000000 Penalty: 4895.383301 Iteration 7Q: 3 clusters Score -3409355 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -3409854.250000 Penalty: 4895.383301 Iteration 8Q: 3 clusters Score -3409854 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -3410265.000000 Penalty: 4895.383301 Iteration 9Q: 3 clusters Score -3410265 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -3410690.500000 Penalty: 4895.383301 Iteration 10Q: 3 clusters Score -3410690 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11678 members Mstep: Class 2 contains 7658 members Entering Unmasked Estep Score: -3411199.250000 Penalty: 4895.383301 Iteration 11Q: 3 clusters Score -3411199 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11844 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -3411756.500000 Penalty: 4895.383301 Iteration 12Q: 3 clusters Score -3411756 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11992 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -3412318.000000 Penalty: 4895.383301 Iteration 13Q: 3 clusters Score -3412318 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -3412742.500000 Penalty: 4895.383301 Iteration 14Q: 3 clusters Score -3412742 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -3412944.750000 Penalty: 4895.383301 Iteration 15Q: 3 clusters Score -3412945 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -3413100.750000 Penalty: 4895.383301 Iteration 16Q: 3 clusters Score -3413101 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12071 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -3413226.000000 Penalty: 4895.383301 Iteration 17Q: 3 clusters Score -3413226 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11974 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -3413337.000000 Penalty: 4895.383301 Iteration 18Q: 3 clusters Score -3413337 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11840 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -3413489.250000 Penalty: 4895.383301 Iteration 19Q: 3 clusters Score -3413489 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -3413686.250000 Penalty: 4895.383301 Iteration 20F: 3 clusters Score -3413686 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -3413988.000000 Penalty: 4895.383301 Iteration 21Q: 3 clusters Score -3413988 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11199 members Mstep: Class 2 contains 8137 members Entering Unmasked Estep Score: -3414311.000000 Penalty: 4895.383301 Iteration 22Q: 3 clusters Score -3414311 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10942 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -3414579.750000 Penalty: 4895.383301 Iteration 23Q: 3 clusters Score -3414580 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -3414776.750000 Penalty: 4895.383301 Iteration 24Q: 3 clusters Score -3414777 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10486 members Mstep: Class 2 contains 8850 members Entering Unmasked Estep Score: -3414944.000000 Penalty: 4895.383301 Iteration 25Q: 3 clusters Score -3414944 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -3415081.250000 Penalty: 4895.383301 Iteration 26Q: 3 clusters Score -3415081 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10127 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -3415173.000000 Penalty: 4895.383301 Iteration 27Q: 3 clusters Score -3415173 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 9358 members Entering Unmasked Estep Score: -3415264.250000 Penalty: 4895.383301 Iteration 28Q: 3 clusters Score -3415264 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 9501 members Entering Unmasked Estep Score: -3415335.500000 Penalty: 4895.383301 Iteration 29Q: 3 clusters Score -3415336 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9715 members Mstep: Class 2 contains 9621 members Entering Unmasked Estep Score: -3415397.250000 Penalty: 4895.383301 Iteration 30Q: 3 clusters Score -3415397 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9611 members Mstep: Class 2 contains 9725 members Entering Unmasked Estep Score: -3415452.500000 Penalty: 4895.383301 Iteration 31Q: 3 clusters Score -3415452 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 9837 members Entering Unmasked Estep Score: -3415526.000000 Penalty: 4895.383301 Iteration 32Q: 3 clusters Score -3415526 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -3415575.500000 Penalty: 4895.383301 Iteration 33Q: 3 clusters Score -3415576 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 10068 members Entering Unmasked Estep Score: -3415637.250000 Penalty: 4895.383301 Iteration 34Q: 3 clusters Score -3415637 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9156 members Mstep: Class 2 contains 10180 members Entering Unmasked Estep Score: -3415676.000000 Penalty: 4895.383301 Iteration 35Q: 3 clusters Score -3415676 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 10291 members Entering Unmasked Estep Score: -3415739.000000 Penalty: 4895.383301 Iteration 36Q: 3 clusters Score -3415739 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 10387 members Entering Unmasked Estep Score: -3415790.000000 Penalty: 4895.383301 Iteration 37Q: 3 clusters Score -3415790 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -3415826.750000 Penalty: 4895.383301 Iteration 38Q: 3 clusters Score -3415827 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8779 members Mstep: Class 2 contains 10557 members Entering Unmasked Estep Score: -3415880.750000 Penalty: 4895.383301 Iteration 39Q: 3 clusters Score -3415881 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -3415987.000000 Penalty: 4895.383301 Iteration 40F: 3 clusters Score -3415987 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 10783 members Entering Unmasked Estep Score: -3416112.000000 Penalty: 4895.383301 Iteration 41Q: 3 clusters Score -3416112 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 10943 members Entering Unmasked Estep Score: -3416261.000000 Penalty: 4895.383301 Iteration 42Q: 3 clusters Score -3416261 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8219 members Mstep: Class 2 contains 11117 members Entering Unmasked Estep Score: -3416429.500000 Penalty: 4895.383301 Iteration 43Q: 3 clusters Score -3416430 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 11317 members Entering Unmasked Estep Score: -3416701.500000 Penalty: 4895.383301 Iteration 44Q: 3 clusters Score -3416702 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 11555 members Entering Unmasked Estep Score: -3417185.250000 Penalty: 4895.383301 Iteration 45Q: 3 clusters Score -3417185 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7484 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -3418132.250000 Penalty: 4895.383301 Iteration 46Q: 3 clusters Score -3418132 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 12111 members Entering Unmasked Estep Score: -3419132.750000 Penalty: 4895.383301 Iteration 47Q: 3 clusters Score -3419133 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -3419882.500000 Penalty: 4895.383301 Iteration 48Q: 3 clusters Score -3419882 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6831 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -3420167.000000 Penalty: 4895.383301 Iteration 49Q: 3 clusters Score -3420167 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 12606 members Entering Unmasked Estep Score: -3420239.500000 Penalty: 4895.383301 Iteration 50Q: 3 clusters Score -3420240 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -3420261.250000 Penalty: 4895.383301 Iteration 51Q: 3 clusters Score -3420261 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 12703 members Entering Unmasked Estep Score: -3420265.250000 Penalty: 4895.383301 Iteration 52Q: 3 clusters Score -3420265 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 12726 members Entering Unmasked Estep Score: -3420277.000000 Penalty: 4895.383301 Iteration 53Q: 3 clusters Score -3420277 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 12734 members Entering Unmasked Estep Score: -3420270.500000 Penalty: 4895.383301 Iteration 54Q: 3 clusters Score -3420270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -3420270.750000 Penalty: 4895.383301 Iteration 55Q: 3 clusters Score -3420271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -3420272.250000 Penalty: 4895.383301 Iteration 56Q: 3 clusters Score -3420272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -3420275.500000 Penalty: 4895.383301 Iteration 57Q: 3 clusters Score -3420276 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 12740 members Entering Unmasked Estep Score: -3420273.000000 Penalty: 4895.383301 Iteration 58Q: 3 clusters Score -3420273 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 12742 members Entering Unmasked Estep Score: -3420278.750000 Penalty: 4895.383301 Iteration 59Q: 3 clusters Score -3420279 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 12742 members Entering Unmasked Estep Score: -3420278.750000 Penalty: 4895.383301 Iteration 60F: 3 clusters Score -3420279 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 7740 members Mstep: Class 7 contains 1948 members Mstep: Class 8 contains 557 members Mstep: Class 9 contains 18941 members Mstep: Class 10 contains 2711 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 2825 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 1388 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Entering Unmasked Estep Score: -15596908.000000 Penalty: 51090.148438 Splitting cluster 5 changes total score from -15586450.000000 to -15596908.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 6 (7740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7740 members Entering Unmasked Estep Score: -1300439.125000 Penalty: 2220.630859 Iteration 0F: 2 clusters Score -1300439 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -1294247.000000 Penalty: 4441.261719 Iteration 0F: 3 clusters Score -1294247 nChanged 3155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1296394.750000 Penalty: 4441.261719 Iteration 1F: 3 clusters Score -1296395 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -1297730.375000 Penalty: 4441.261719 Iteration 2F: 3 clusters Score -1297730 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -1299859.500000 Penalty: 4441.261719 Iteration 3F: 3 clusters Score -1299860 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1302039.250000 Penalty: 4441.261719 Iteration 4F: 3 clusters Score -1302039 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -1303343.250000 Penalty: 4441.261719 Iteration 5F: 3 clusters Score -1303343 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -1303896.500000 Penalty: 4441.261719 Iteration 6F: 3 clusters Score -1303896 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1304161.750000 Penalty: 4441.261719 Iteration 7Q: 3 clusters Score -1304162 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -1304337.125000 Penalty: 4441.261719 Iteration 8Q: 3 clusters Score -1304337 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -1304426.250000 Penalty: 4441.261719 Iteration 9Q: 3 clusters Score -1304426 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -1304488.000000 Penalty: 4441.261719 Iteration 10Q: 3 clusters Score -1304488 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -1304527.125000 Penalty: 4441.261719 Iteration 11Q: 3 clusters Score -1304527 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1304546.875000 Penalty: 4441.261719 Iteration 12Q: 3 clusters Score -1304547 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -1304564.375000 Penalty: 4441.261719 Iteration 13Q: 3 clusters Score -1304564 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1304587.000000 Penalty: 4441.261719 Iteration 14Q: 3 clusters Score -1304587 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1304597.000000 Penalty: 4441.261719 Iteration 15Q: 3 clusters Score -1304597 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1304601.375000 Penalty: 4441.261719 Iteration 16Q: 3 clusters Score -1304601 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -1304607.000000 Penalty: 4441.261719 Iteration 17Q: 3 clusters Score -1304607 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1304606.625000 Penalty: 4441.261719 Iteration 18Q: 3 clusters Score -1304607 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -1304612.500000 Penalty: 4441.261719 Iteration 19Q: 3 clusters Score -1304612 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -1304613.125000 Penalty: 4441.261719 Iteration 20F: 3 clusters Score -1304613 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -1304612.625000 Penalty: 4441.261719 Iteration 21Q: 3 clusters Score -1304613 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -1304611.250000 Penalty: 4441.261719 Iteration 22Q: 3 clusters Score -1304611 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -1304611.375000 Penalty: 4441.261719 Iteration 23Q: 3 clusters Score -1304611 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -1304612.375000 Penalty: 4441.261719 Iteration 24Q: 3 clusters Score -1304612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -1304611.750000 Penalty: 4441.261719 Iteration 25Q: 3 clusters Score -1304612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -1304612.375000 Penalty: 4441.261719 Iteration 26Q: 3 clusters Score -1304612 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -1304612.750000 Penalty: 4441.261719 Iteration 27Q: 3 clusters Score -1304613 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -1304614.875000 Penalty: 4441.261719 Iteration 28Q: 3 clusters Score -1304615 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -1304614.875000 Penalty: 4441.261719 Iteration 29F: 3 clusters Score -1304615 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 1948 members Mstep: Class 8 contains 557 members Mstep: Class 9 contains 18941 members Mstep: Class 10 contains 2711 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 2825 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 1388 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Entering Unmasked Estep Score: -15600468.000000 Penalty: 53928.488281 Splitting cluster 6 changes total score from -15586450.000000 to -15600468.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 7 (1948 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Entering Unmasked Estep Score: -303197.500000 Penalty: 1878.490479 Iteration 0F: 2 clusters Score -303197.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -300760.875000 Penalty: 3756.980957 Iteration 0F: 3 clusters Score -300760.9 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -301655.843750 Penalty: 3756.980957 Iteration 1F: 3 clusters Score -301655.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -302123.218750 Penalty: 3756.980957 Iteration 2F: 3 clusters Score -302123.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -302478.218750 Penalty: 3756.980957 Iteration 3F: 3 clusters Score -302478.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -302683.562500 Penalty: 3756.980957 Iteration 4F: 3 clusters Score -302683.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -302781.687500 Penalty: 3756.980957 Iteration 5Q: 3 clusters Score -302781.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -302855.093750 Penalty: 3756.980957 Iteration 6Q: 3 clusters Score -302855.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -302931.125000 Penalty: 3756.980957 Iteration 7Q: 3 clusters Score -302931.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -303040.750000 Penalty: 3756.980957 Iteration 8Q: 3 clusters Score -303040.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -303238.062500 Penalty: 3756.980957 Iteration 9Q: 3 clusters Score -303238.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -303375.781250 Penalty: 3756.980957 Iteration 10Q: 3 clusters Score -303375.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -303491.281250 Penalty: 3756.980957 Iteration 11Q: 3 clusters Score -303491.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -303609.125000 Penalty: 3756.980957 Iteration 12Q: 3 clusters Score -303609.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -303763.718750 Penalty: 3756.980957 Iteration 13Q: 3 clusters Score -303763.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -304022.781250 Penalty: 3756.980957 Iteration 14Q: 3 clusters Score -304022.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -304503.437500 Penalty: 3756.980957 Iteration 15Q: 3 clusters Score -304503.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -305238.062500 Penalty: 3756.980957 Iteration 16F: 3 clusters Score -305238.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -305789.687500 Penalty: 3756.980957 Iteration 17F: 3 clusters Score -305789.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -305948.250000 Penalty: 3756.980957 Iteration 18Q: 3 clusters Score -305948.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -305999.781250 Penalty: 3756.980957 Iteration 19Q: 3 clusters Score -305999.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -306019.531250 Penalty: 3756.980957 Iteration 20F: 3 clusters Score -306019.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -306028.375000 Penalty: 3756.980957 Iteration 21Q: 3 clusters Score -306028.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -306031.687500 Penalty: 3756.980957 Iteration 22Q: 3 clusters Score -306031.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -306034.531250 Penalty: 3756.980957 Iteration 23Q: 3 clusters Score -306034.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -306036.875000 Penalty: 3756.980957 Iteration 24Q: 3 clusters Score -306036.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -306037.437500 Penalty: 3756.980957 Iteration 25Q: 3 clusters Score -306037.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -306037.437500 Penalty: 3756.980957 Iteration 26F: 3 clusters Score -306037.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 557 members Mstep: Class 9 contains 18941 members Mstep: Class 10 contains 2711 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 2825 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 1388 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Entering Unmasked Estep Score: -15602366.000000 Penalty: 56766.828125 Splitting cluster 7 changes total score from -15586450.000000 to -15602366.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 8 (557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Entering Unmasked Estep Score: -68503.343750 Penalty: 1567.996094 Iteration 0F: 2 clusters Score -68503.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -67060.468750 Penalty: 3135.992188 Iteration 0F: 3 clusters Score -67060.47 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -67540.648438 Penalty: 3135.992188 Iteration 1F: 3 clusters Score -67540.65 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -67876.765625 Penalty: 3135.992188 Iteration 2F: 3 clusters Score -67876.77 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -68169.062500 Penalty: 3135.992188 Iteration 3F: 3 clusters Score -68169.06 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -68442.539062 Penalty: 3135.992188 Iteration 4F: 3 clusters Score -68442.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -68538.835938 Penalty: 3135.992188 Iteration 5Q: 3 clusters Score -68538.84 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -68643.039062 Penalty: 3135.992188 Iteration 6Q: 3 clusters Score -68643.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -68674.109375 Penalty: 3135.992188 Iteration 7Q: 3 clusters Score -68674.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -68746.562500 Penalty: 3135.992188 Iteration 8Q: 3 clusters Score -68746.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -68847.445312 Penalty: 3135.992188 Iteration 9Q: 3 clusters Score -68847.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -68913.859375 Penalty: 3135.992188 Iteration 10Q: 3 clusters Score -68913.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -69115.085938 Penalty: 3135.992188 Iteration 11Q: 3 clusters Score -69115.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -69134.937500 Penalty: 3135.992188 Iteration 12Q: 3 clusters Score -69134.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -69157.695312 Penalty: 3135.992188 Iteration 13Q: 3 clusters Score -69157.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -69181.539062 Penalty: 3135.992188 Iteration 14Q: 3 clusters Score -69181.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -69185.921875 Penalty: 3135.992188 Iteration 15Q: 3 clusters Score -69185.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -69193.023438 Penalty: 3135.992188 Iteration 16Q: 3 clusters Score -69193.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -69194.492188 Penalty: 3135.992188 Iteration 17Q: 3 clusters Score -69194.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -69199.375000 Penalty: 3135.992188 Iteration 18F: 3 clusters Score -69199.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -69234.445312 Penalty: 3135.992188 Iteration 19Q: 3 clusters Score -69234.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -69244.812500 Penalty: 3135.992188 Iteration 20F: 3 clusters Score -69244.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -69246.523438 Penalty: 3135.992188 Iteration 21Q: 3 clusters Score -69246.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -69246.523438 Penalty: 3135.992188 Iteration 22F: 3 clusters Score -69246.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 18941 members Mstep: Class 10 contains 2711 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 2825 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 1388 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 312 members Entering Unmasked Estep Score: -15601849.000000 Penalty: 59605.171875 Splitting cluster 8 changes total score from -15586450.000000 to -15601849.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 9 (18941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18941 members Entering Unmasked Estep Score: -3272461.250000 Penalty: 2442.572754 Iteration 0F: 2 clusters Score -3272461 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9524 members Mstep: Class 2 contains 9417 members Entering Unmasked Estep Score: -3259353.250000 Penalty: 4885.145508 Iteration 0F: 3 clusters Score -3259353 nChanged 8324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9444 members Mstep: Class 2 contains 9497 members Entering Unmasked Estep Score: -3267414.250000 Penalty: 4885.145508 Iteration 1F: 3 clusters Score -3267414 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -3271967.500000 Penalty: 4885.145508 Iteration 2F: 3 clusters Score -3271968 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10852 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -3275144.500000 Penalty: 4885.145508 Iteration 3F: 3 clusters Score -3275144 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12119 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -3277930.750000 Penalty: 4885.145508 Iteration 4F: 3 clusters Score -3277931 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13151 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -3280190.000000 Penalty: 4885.145508 Iteration 5F: 3 clusters Score -3280190 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13922 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -3281869.000000 Penalty: 4885.145508 Iteration 6F: 3 clusters Score -3281869 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14323 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -3282780.750000 Penalty: 4885.145508 Iteration 7Q: 3 clusters Score -3282781 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14425 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -3282951.250000 Penalty: 4885.145508 Iteration 8Q: 3 clusters Score -3282951 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14425 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -3282989.500000 Penalty: 4885.145508 Iteration 9Q: 3 clusters Score -3282990 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14421 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -3283030.250000 Penalty: 4885.145508 Iteration 10Q: 3 clusters Score -3283030 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14405 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -3283033.000000 Penalty: 4885.145508 Iteration 11Q: 3 clusters Score -3283033 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14397 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -3283041.250000 Penalty: 4885.145508 Iteration 12Q: 3 clusters Score -3283041 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14389 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -3283038.250000 Penalty: 4885.145508 Iteration 13Q: 3 clusters Score -3283038 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14384 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -3283039.500000 Penalty: 4885.145508 Iteration 14Q: 3 clusters Score -3283040 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14379 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -3283038.750000 Penalty: 4885.145508 Iteration 15Q: 3 clusters Score -3283039 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14377 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -3283043.250000 Penalty: 4885.145508 Iteration 16Q: 3 clusters Score -3283043 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14375 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -3283046.500000 Penalty: 4885.145508 Iteration 17Q: 3 clusters Score -3283046 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14375 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -3283046.500000 Penalty: 4885.145508 Iteration 18F: 3 clusters Score -3283046 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 14375 members Mstep: Class 10 contains 2711 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 2825 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 1388 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 4566 members Entering Unmasked Estep Score: -15612006.000000 Penalty: 62443.511719 Splitting cluster 9 changes total score from -15586450.000000 to -15612006.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 10 (2711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Entering Unmasked Estep Score: -399069.625000 Penalty: 1960.458008 Iteration 0F: 2 clusters Score -399069.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -396248.593750 Penalty: 3920.916016 Iteration 0F: 3 clusters Score -396248.6 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -398329.968750 Penalty: 3920.916016 Iteration 1F: 3 clusters Score -398330 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -400499.281250 Penalty: 3920.916016 Iteration 2F: 3 clusters Score -400499.3 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -401690.656250 Penalty: 3920.916016 Iteration 3F: 3 clusters Score -401690.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -402276.687500 Penalty: 3920.916016 Iteration 4F: 3 clusters Score -402276.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -402649.375000 Penalty: 3920.916016 Iteration 5Q: 3 clusters Score -402649.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -403025.812500 Penalty: 3920.916016 Iteration 6Q: 3 clusters Score -403025.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -403284.968750 Penalty: 3920.916016 Iteration 7Q: 3 clusters Score -403285 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -403424.468750 Penalty: 3920.916016 Iteration 8Q: 3 clusters Score -403424.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -403498.500000 Penalty: 3920.916016 Iteration 9Q: 3 clusters Score -403498.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -403551.187500 Penalty: 3920.916016 Iteration 10Q: 3 clusters Score -403551.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -403594.750000 Penalty: 3920.916016 Iteration 11Q: 3 clusters Score -403594.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -403625.312500 Penalty: 3920.916016 Iteration 12Q: 3 clusters Score -403625.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -403657.156250 Penalty: 3920.916016 Iteration 13Q: 3 clusters Score -403657.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -403679.781250 Penalty: 3920.916016 Iteration 14Q: 3 clusters Score -403679.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -403693.437500 Penalty: 3920.916016 Iteration 15Q: 3 clusters Score -403693.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -403707.968750 Penalty: 3920.916016 Iteration 16Q: 3 clusters Score -403708 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -403717.343750 Penalty: 3920.916016 Iteration 17Q: 3 clusters Score -403717.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -403720.562500 Penalty: 3920.916016 Iteration 18Q: 3 clusters Score -403720.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -403726.718750 Penalty: 3920.916016 Iteration 19Q: 3 clusters Score -403726.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -403733.562500 Penalty: 3920.916016 Iteration 20F: 3 clusters Score -403733.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -403745.062500 Penalty: 3920.916016 Iteration 21Q: 3 clusters Score -403745.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -403757.718750 Penalty: 3920.916016 Iteration 22Q: 3 clusters Score -403757.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -403764.875000 Penalty: 3920.916016 Iteration 23Q: 3 clusters Score -403764.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -403769.562500 Penalty: 3920.916016 Iteration 24Q: 3 clusters Score -403769.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -403773.156250 Penalty: 3920.916016 Iteration 25Q: 3 clusters Score -403773.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -403774.781250 Penalty: 3920.916016 Iteration 26Q: 3 clusters Score -403774.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -403775.437500 Penalty: 3920.916016 Iteration 27Q: 3 clusters Score -403775.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -403776.062500 Penalty: 3920.916016 Iteration 28Q: 3 clusters Score -403776.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -403776.062500 Penalty: 3920.916016 Iteration 29F: 3 clusters Score -403776.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 14375 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 2825 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 1388 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 4566 members Mstep: Class 23 contains 1369 members Entering Unmasked Estep Score: -15615819.000000 Penalty: 65281.855469 Splitting cluster 10 changes total score from -15586450.000000 to -15615819.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 11 (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: -104894.062500 Penalty: 1626.784546 Iteration 0F: 2 clusters Score -104894.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -103312.875000 Penalty: 3253.569092 Iteration 0F: 3 clusters Score -103312.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -104009.289062 Penalty: 3253.569092 Iteration 1F: 3 clusters Score -104009.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -104868.617188 Penalty: 3253.569092 Iteration 2F: 3 clusters Score -104868.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -105588.468750 Penalty: 3253.569092 Iteration 3F: 3 clusters Score -105588.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -106345.773438 Penalty: 3253.569092 Iteration 4F: 3 clusters Score -106345.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -106588.335938 Penalty: 3253.569092 Iteration 5Q: 3 clusters Score -106588.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -106733.085938 Penalty: 3253.569092 Iteration 6Q: 3 clusters Score -106733.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -106741.539062 Penalty: 3253.569092 Iteration 7Q: 3 clusters Score -106741.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -106754.640625 Penalty: 3253.569092 Iteration 8Q: 3 clusters Score -106754.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -106754.640625 Penalty: 3253.569092 Iteration 9F: 3 clusters Score -106754.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 14375 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 224 members Mstep: Class 12 contains 2825 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 1388 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 4566 members Mstep: Class 23 contains 1369 members Mstep: Class 24 contains 482 members Entering Unmasked Estep Score: -15616451.000000 Penalty: 68120.195312 Splitting cluster 11 changes total score from -15586450.000000 to -15616451.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 12 (2825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Entering Unmasked Estep Score: -475282.875000 Penalty: 1970.673462 Iteration 0F: 2 clusters Score -475282.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -472200.312500 Penalty: 3941.346924 Iteration 0F: 3 clusters Score -472200.3 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -473128.187500 Penalty: 3941.346924 Iteration 1F: 3 clusters Score -473128.2 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -473529.531250 Penalty: 3941.346924 Iteration 2F: 3 clusters Score -473529.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -473933.000000 Penalty: 3941.346924 Iteration 3F: 3 clusters Score -473933 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -474508.187500 Penalty: 3941.346924 Iteration 4F: 3 clusters Score -474508.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -475238.750000 Penalty: 3941.346924 Iteration 5F: 3 clusters Score -475238.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -475884.687500 Penalty: 3941.346924 Iteration 6F: 3 clusters Score -475884.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -476482.750000 Penalty: 3941.346924 Iteration 7F: 3 clusters Score -476482.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -476763.312500 Penalty: 3941.346924 Iteration 8Q: 3 clusters Score -476763.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -476830.531250 Penalty: 3941.346924 Iteration 9Q: 3 clusters Score -476830.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -476855.531250 Penalty: 3941.346924 Iteration 10Q: 3 clusters Score -476855.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -476859.562500 Penalty: 3941.346924 Iteration 11Q: 3 clusters Score -476859.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -476863.000000 Penalty: 3941.346924 Iteration 12Q: 3 clusters Score -476863 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -476863.125000 Penalty: 3941.346924 Iteration 13Q: 3 clusters Score -476863.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -476863.125000 Penalty: 3941.346924 Iteration 14F: 3 clusters Score -476863.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 14375 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 224 members Mstep: Class 12 contains 1535 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 1388 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 4566 members Mstep: Class 23 contains 1369 members Mstep: Class 24 contains 482 members Mstep: Class 25 contains 1290 members Entering Unmasked Estep Score: -15617160.000000 Penalty: 70958.539062 Splitting cluster 12 changes total score from -15586450.000000 to -15617160.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 13 (834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Entering Unmasked Estep Score: -130545.039062 Penalty: 1668.105957 Iteration 0F: 2 clusters Score -130545 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -128850.718750 Penalty: 3336.211914 Iteration 0F: 3 clusters Score -128850.7 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -129421.296875 Penalty: 3336.211914 Iteration 1F: 3 clusters Score -129421.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -129863.429688 Penalty: 3336.211914 Iteration 2F: 3 clusters Score -129863.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -130477.304688 Penalty: 3336.211914 Iteration 3F: 3 clusters Score -130477.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -131432.734375 Penalty: 3336.211914 Iteration 4F: 3 clusters Score -131432.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -132300.718750 Penalty: 3336.211914 Iteration 5F: 3 clusters Score -132300.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -132557.031250 Penalty: 3336.211914 Iteration 6Q: 3 clusters Score -132557 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -132647.703125 Penalty: 3336.211914 Iteration 7Q: 3 clusters Score -132647.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -132691.359375 Penalty: 3336.211914 Iteration 8Q: 3 clusters Score -132691.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -132716.156250 Penalty: 3336.211914 Iteration 9Q: 3 clusters Score -132716.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -132727.718750 Penalty: 3336.211914 Iteration 10Q: 3 clusters Score -132727.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -132730.546875 Penalty: 3336.211914 Iteration 11Q: 3 clusters Score -132730.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -132730.546875 Penalty: 3336.211914 Iteration 12F: 3 clusters Score -132730.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 14375 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 224 members Mstep: Class 12 contains 1535 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 1388 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 4566 members Mstep: Class 23 contains 1369 members Mstep: Class 24 contains 482 members Mstep: Class 25 contains 1290 members Mstep: Class 26 contains 254 members Entering Unmasked Estep Score: -15618169.000000 Penalty: 73796.875000 Splitting cluster 13 changes total score from -15586450.000000 to -15618169.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 14 (1388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Entering Unmasked Estep Score: -214555.859375 Penalty: 1794.433472 Iteration 0F: 2 clusters Score -214555.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -212414.265625 Penalty: 3588.866943 Iteration 0F: 3 clusters Score -212414.3 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -212886.671875 Penalty: 3588.866943 Iteration 1F: 3 clusters Score -212886.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -213138.187500 Penalty: 3588.866943 Iteration 2F: 3 clusters Score -213138.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -213336.859375 Penalty: 3588.866943 Iteration 3F: 3 clusters Score -213336.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -213474.812500 Penalty: 3588.866943 Iteration 4Q: 3 clusters Score -213474.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -213563.171875 Penalty: 3588.866943 Iteration 5Q: 3 clusters Score -213563.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -213640.687500 Penalty: 3588.866943 Iteration 6Q: 3 clusters Score -213640.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -213716.546875 Penalty: 3588.866943 Iteration 7Q: 3 clusters Score -213716.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -213791.109375 Penalty: 3588.866943 Iteration 8Q: 3 clusters Score -213791.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -213861.046875 Penalty: 3588.866943 Iteration 9Q: 3 clusters Score -213861 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -213905.343750 Penalty: 3588.866943 Iteration 10Q: 3 clusters Score -213905.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -213936.875000 Penalty: 3588.866943 Iteration 11Q: 3 clusters Score -213936.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -213970.015625 Penalty: 3588.866943 Iteration 12Q: 3 clusters Score -213970 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -213997.187500 Penalty: 3588.866943 Iteration 13Q: 3 clusters Score -213997.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -214042.812500 Penalty: 3588.866943 Iteration 14Q: 3 clusters Score -214042.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -214068.750000 Penalty: 3588.866943 Iteration 15Q: 3 clusters Score -214068.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -214105.421875 Penalty: 3588.866943 Iteration 16Q: 3 clusters Score -214105.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -214183.125000 Penalty: 3588.866943 Iteration 17Q: 3 clusters Score -214183.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -214281.234375 Penalty: 3588.866943 Iteration 18Q: 3 clusters Score -214281.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -214360.781250 Penalty: 3588.866943 Iteration 19Q: 3 clusters Score -214360.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -214507.656250 Penalty: 3588.866943 Iteration 20F: 3 clusters Score -214507.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -214826.468750 Penalty: 3588.866943 Iteration 21Q: 3 clusters Score -214826.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -215227.312500 Penalty: 3588.866943 Iteration 22Q: 3 clusters Score -215227.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -215559.640625 Penalty: 3588.866943 Iteration 23Q: 3 clusters Score -215559.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -215721.562500 Penalty: 3588.866943 Iteration 24Q: 3 clusters Score -215721.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -215828.078125 Penalty: 3588.866943 Iteration 25Q: 3 clusters Score -215828.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -215871.859375 Penalty: 3588.866943 Iteration 26Q: 3 clusters Score -215871.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -215905.859375 Penalty: 3588.866943 Iteration 27Q: 3 clusters Score -215905.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -215939.171875 Penalty: 3588.866943 Iteration 28Q: 3 clusters Score -215939.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -215954.140625 Penalty: 3588.866943 Iteration 29Q: 3 clusters Score -215954.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -215969.234375 Penalty: 3588.866943 Iteration 30Q: 3 clusters Score -215969.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -215978.703125 Penalty: 3588.866943 Iteration 31Q: 3 clusters Score -215978.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -215984.421875 Penalty: 3588.866943 Iteration 32Q: 3 clusters Score -215984.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -215991.703125 Penalty: 3588.866943 Iteration 33Q: 3 clusters Score -215991.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -216007.859375 Penalty: 3588.866943 Iteration 34Q: 3 clusters Score -216007.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -216019.171875 Penalty: 3588.866943 Iteration 35Q: 3 clusters Score -216019.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -216027.562500 Penalty: 3588.866943 Iteration 36Q: 3 clusters Score -216027.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -216035.265625 Penalty: 3588.866943 Iteration 37Q: 3 clusters Score -216035.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -216040.718750 Penalty: 3588.866943 Iteration 38Q: 3 clusters Score -216040.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -216053.093750 Penalty: 3588.866943 Iteration 39Q: 3 clusters Score -216053.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -216066.796875 Penalty: 3588.866943 Iteration 40F: 3 clusters Score -216066.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -216072.046875 Penalty: 3588.866943 Iteration 41Q: 3 clusters Score -216072 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -216072.046875 Penalty: 3588.866943 Iteration 42F: 3 clusters Score -216072 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 14375 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 224 members Mstep: Class 12 contains 1535 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 636 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2880 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 4566 members Mstep: Class 23 contains 1369 members Mstep: Class 24 contains 482 members Mstep: Class 25 contains 1290 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 752 members Entering Unmasked Estep Score: -15618625.000000 Penalty: 76635.218750 Splitting cluster 14 changes total score from -15586450.000000 to -15618625.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 16 (2880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Entering Unmasked Estep Score: -471608.750000 Penalty: 1975.455322 Iteration 0F: 2 clusters Score -471608.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -468477.593750 Penalty: 3950.910645 Iteration 0F: 3 clusters Score -468477.6 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -469270.218750 Penalty: 3950.910645 Iteration 1F: 3 clusters Score -469270.2 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -469669.312500 Penalty: 3950.910645 Iteration 2F: 3 clusters Score -469669.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -470014.406250 Penalty: 3950.910645 Iteration 3F: 3 clusters Score -470014.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -470362.500000 Penalty: 3950.910645 Iteration 4F: 3 clusters Score -470362.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -470646.281250 Penalty: 3950.910645 Iteration 5F: 3 clusters Score -470646.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -470866.062500 Penalty: 3950.910645 Iteration 6Q: 3 clusters Score -470866.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -470985.250000 Penalty: 3950.910645 Iteration 7Q: 3 clusters Score -470985.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -471060.343750 Penalty: 3950.910645 Iteration 8Q: 3 clusters Score -471060.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -471133.062500 Penalty: 3950.910645 Iteration 9Q: 3 clusters Score -471133.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -471190.937500 Penalty: 3950.910645 Iteration 10Q: 3 clusters Score -471190.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -471257.875000 Penalty: 3950.910645 Iteration 11Q: 3 clusters Score -471257.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -471310.093750 Penalty: 3950.910645 Iteration 12Q: 3 clusters Score -471310.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -471350.437500 Penalty: 3950.910645 Iteration 13Q: 3 clusters Score -471350.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -471390.968750 Penalty: 3950.910645 Iteration 14Q: 3 clusters Score -471391 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -471408.781250 Penalty: 3950.910645 Iteration 15Q: 3 clusters Score -471408.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -471416.000000 Penalty: 3950.910645 Iteration 16Q: 3 clusters Score -471416 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -471427.718750 Penalty: 3950.910645 Iteration 17Q: 3 clusters Score -471427.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -471433.875000 Penalty: 3950.910645 Iteration 18Q: 3 clusters Score -471433.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -471439.656250 Penalty: 3950.910645 Iteration 19Q: 3 clusters Score -471439.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -471455.031250 Penalty: 3950.910645 Iteration 20F: 3 clusters Score -471455 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -471476.531250 Penalty: 3950.910645 Iteration 21Q: 3 clusters Score -471476.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -471494.062500 Penalty: 3950.910645 Iteration 22Q: 3 clusters Score -471494.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -471517.031250 Penalty: 3950.910645 Iteration 23Q: 3 clusters Score -471517 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -471541.031250 Penalty: 3950.910645 Iteration 24Q: 3 clusters Score -471541 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -471558.093750 Penalty: 3950.910645 Iteration 25Q: 3 clusters Score -471558.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -471571.968750 Penalty: 3950.910645 Iteration 26Q: 3 clusters Score -471572 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -471581.500000 Penalty: 3950.910645 Iteration 27Q: 3 clusters Score -471581.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -471588.906250 Penalty: 3950.910645 Iteration 28Q: 3 clusters Score -471588.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -471590.343750 Penalty: 3950.910645 Iteration 29Q: 3 clusters Score -471590.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -471596.593750 Penalty: 3950.910645 Iteration 30Q: 3 clusters Score -471596.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -471606.906250 Penalty: 3950.910645 Iteration 31Q: 3 clusters Score -471606.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -471614.812500 Penalty: 3950.910645 Iteration 32Q: 3 clusters Score -471614.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -471618.562500 Penalty: 3950.910645 Iteration 33Q: 3 clusters Score -471618.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -471620.437500 Penalty: 3950.910645 Iteration 34Q: 3 clusters Score -471620.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -471620.843750 Penalty: 3950.910645 Iteration 35Q: 3 clusters Score -471620.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -471621.156250 Penalty: 3950.910645 Iteration 36F: 3 clusters Score -471621.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -471624.125000 Penalty: 3950.910645 Iteration 37Q: 3 clusters Score -471624.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -471625.687500 Penalty: 3950.910645 Iteration 38Q: 3 clusters Score -471625.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -471626.187500 Penalty: 3950.910645 Iteration 39Q: 3 clusters Score -471626.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -471626.656250 Penalty: 3950.910645 Iteration 40F: 3 clusters Score -471626.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 14375 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 224 members Mstep: Class 12 contains 1535 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 636 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2002 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 4566 members Mstep: Class 23 contains 1369 members Mstep: Class 24 contains 482 members Mstep: Class 25 contains 1290 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 752 members Mstep: Class 28 contains 878 members Entering Unmasked Estep Score: -15617783.000000 Penalty: 79473.562500 Splitting cluster 16 changes total score from -15586450.000000 to -15617783.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 17 (880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Entering Unmasked Estep Score: -86869.359375 Penalty: 1681.420654 Iteration 0F: 2 clusters Score -86869.36 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 407 members Entering Unmasked Estep Score: -85304.500000 Penalty: 3362.841309 Iteration 0F: 3 clusters Score -85304.5 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -86427.632812 Penalty: 3362.841309 Iteration 1F: 3 clusters Score -86427.63 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -87252.492188 Penalty: 3362.841309 Iteration 2F: 3 clusters Score -87252.49 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -87894.398438 Penalty: 3362.841309 Iteration 3F: 3 clusters Score -87894.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -88159.562500 Penalty: 3362.841309 Iteration 4Q: 3 clusters Score -88159.56 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -88374.765625 Penalty: 3362.841309 Iteration 5Q: 3 clusters Score -88374.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -88473.796875 Penalty: 3362.841309 Iteration 6Q: 3 clusters Score -88473.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -88550.781250 Penalty: 3362.841309 Iteration 7Q: 3 clusters Score -88550.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -88617.515625 Penalty: 3362.841309 Iteration 8Q: 3 clusters Score -88617.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -88634.164062 Penalty: 3362.841309 Iteration 9Q: 3 clusters Score -88634.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -88643.367188 Penalty: 3362.841309 Iteration 10Q: 3 clusters Score -88643.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -88647.507812 Penalty: 3362.841309 Iteration 11Q: 3 clusters Score -88647.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -88652.929688 Penalty: 3362.841309 Iteration 12Q: 3 clusters Score -88652.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -88656.250000 Penalty: 3362.841309 Iteration 13Q: 3 clusters Score -88656.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -88656.250000 Penalty: 3362.841309 Iteration 14F: 3 clusters Score -88656.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 14375 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 224 members Mstep: Class 12 contains 1535 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 636 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2002 members Mstep: Class 17 contains 336 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 12831 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 4566 members Mstep: Class 23 contains 1369 members Mstep: Class 24 contains 482 members Mstep: Class 25 contains 1290 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 752 members Mstep: Class 28 contains 878 members Mstep: Class 29 contains 544 members Entering Unmasked Estep Score: -15618423.000000 Penalty: 82311.906250 Splitting cluster 17 changes total score from -15586450.000000 to -15618423.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 19 (12831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12831 members Entering Unmasked Estep Score: -2194710.000000 Penalty: 2345.985596 Iteration 0F: 2 clusters Score -2194710 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -2185436.750000 Penalty: 4691.971191 Iteration 0F: 3 clusters Score -2185437 nChanged 5461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -2189833.250000 Penalty: 4691.971191 Iteration 1F: 3 clusters Score -2189833 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -2193129.250000 Penalty: 4691.971191 Iteration 2F: 3 clusters Score -2193129 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -2195695.500000 Penalty: 4691.971191 Iteration 3F: 3 clusters Score -2195696 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -2196729.000000 Penalty: 4691.971191 Iteration 4F: 3 clusters Score -2196729 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8208 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -2197087.250000 Penalty: 4691.971191 Iteration 5Q: 3 clusters Score -2197087 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8365 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -2197231.250000 Penalty: 4691.971191 Iteration 6Q: 3 clusters Score -2197231 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -2197321.750000 Penalty: 4691.971191 Iteration 7Q: 3 clusters Score -2197322 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -2197364.500000 Penalty: 4691.971191 Iteration 8Q: 3 clusters Score -2197364 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -2197395.250000 Penalty: 4691.971191 Iteration 9Q: 3 clusters Score -2197395 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -2197412.250000 Penalty: 4691.971191 Iteration 10Q: 3 clusters Score -2197412 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8764 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -2197435.500000 Penalty: 4691.971191 Iteration 11Q: 3 clusters Score -2197436 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -2197456.750000 Penalty: 4691.971191 Iteration 12Q: 3 clusters Score -2197457 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -2197488.000000 Penalty: 4691.971191 Iteration 13Q: 3 clusters Score -2197488 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -2197502.250000 Penalty: 4691.971191 Iteration 14Q: 3 clusters Score -2197502 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -2197516.750000 Penalty: 4691.971191 Iteration 15Q: 3 clusters Score -2197517 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -2197528.500000 Penalty: 4691.971191 Iteration 16Q: 3 clusters Score -2197528 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9011 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -2197548.750000 Penalty: 4691.971191 Iteration 17Q: 3 clusters Score -2197549 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -2197573.750000 Penalty: 4691.971191 Iteration 18Q: 3 clusters Score -2197574 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -2197595.500000 Penalty: 4691.971191 Iteration 19Q: 3 clusters Score -2197596 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -2197609.750000 Penalty: 4691.971191 Iteration 20F: 3 clusters Score -2197610 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -2197623.750000 Penalty: 4691.971191 Iteration 21Q: 3 clusters Score -2197624 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -2197628.750000 Penalty: 4691.971191 Iteration 22Q: 3 clusters Score -2197629 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -2197631.000000 Penalty: 4691.971191 Iteration 23Q: 3 clusters Score -2197631 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -2197635.000000 Penalty: 4691.971191 Iteration 24Q: 3 clusters Score -2197635 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9210 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -2197639.250000 Penalty: 4691.971191 Iteration 25Q: 3 clusters Score -2197639 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -2197640.750000 Penalty: 4691.971191 Iteration 26Q: 3 clusters Score -2197641 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -2197648.250000 Penalty: 4691.971191 Iteration 27Q: 3 clusters Score -2197648 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9233 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -2197650.000000 Penalty: 4691.971191 Iteration 28Q: 3 clusters Score -2197650 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9235 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -2197650.000000 Penalty: 4691.971191 Iteration 29Q: 3 clusters Score -2197650 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -2197649.750000 Penalty: 4691.971191 Iteration 30Q: 3 clusters Score -2197650 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -2197652.250000 Penalty: 4691.971191 Iteration 31Q: 3 clusters Score -2197652 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -2197656.000000 Penalty: 4691.971191 Iteration 32Q: 3 clusters Score -2197656 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -2197655.000000 Penalty: 4691.971191 Iteration 33Q: 3 clusters Score -2197655 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -2197653.000000 Penalty: 4691.971191 Iteration 34Q: 3 clusters Score -2197653 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -2197655.000000 Penalty: 4691.971191 Iteration 35Q: 3 clusters Score -2197655 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9272 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -2197655.250000 Penalty: 4691.971191 Iteration 36Q: 3 clusters Score -2197655 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9273 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -2197654.500000 Penalty: 4691.971191 Iteration 37Q: 3 clusters Score -2197654 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9273 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -2197654.500000 Penalty: 4691.971191 Iteration 38F: 3 clusters Score -2197654 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 14375 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 224 members Mstep: Class 12 contains 1535 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 636 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2002 members Mstep: Class 17 contains 336 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 9273 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 4566 members Mstep: Class 23 contains 1369 members Mstep: Class 24 contains 482 members Mstep: Class 25 contains 1290 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 752 members Mstep: Class 28 contains 878 members Mstep: Class 29 contains 544 members Mstep: Class 30 contains 3558 members Entering Unmasked Estep Score: -15620850.000000 Penalty: 85150.242188 Splitting cluster 19 changes total score from -15586450.000000 to -15620850.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 20 (561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Entering Unmasked Estep Score: -59032.566406 Penalty: 1569.770752 Iteration 0F: 2 clusters Score -59032.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -57888.027344 Penalty: 3139.541504 Iteration 0F: 3 clusters Score -57888.03 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -58469.691406 Penalty: 3139.541504 Iteration 1F: 3 clusters Score -58469.69 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -58809.632812 Penalty: 3139.541504 Iteration 2F: 3 clusters Score -58809.63 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -58978.875000 Penalty: 3139.541504 Iteration 3F: 3 clusters Score -58978.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -59071.273438 Penalty: 3139.541504 Iteration 4Q: 3 clusters Score -59071.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -59254.171875 Penalty: 3139.541504 Iteration 5Q: 3 clusters Score -59254.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -59348.042969 Penalty: 3139.541504 Iteration 6Q: 3 clusters Score -59348.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -59364.660156 Penalty: 3139.541504 Iteration 7Q: 3 clusters Score -59364.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -59375.750000 Penalty: 3139.541504 Iteration 8Q: 3 clusters Score -59375.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -59392.250000 Penalty: 3139.541504 Iteration 9F: 3 clusters Score -59392.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -59494.265625 Penalty: 3139.541504 Iteration 10Q: 3 clusters Score -59494.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -59660.558594 Penalty: 3139.541504 Iteration 11Q: 3 clusters Score -59660.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -59921.792969 Penalty: 3139.541504 Iteration 12Q: 3 clusters Score -59921.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -59942.585938 Penalty: 3139.541504 Iteration 13Q: 3 clusters Score -59942.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -59949.390625 Penalty: 3139.541504 Iteration 14Q: 3 clusters Score -59949.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -60024.410156 Penalty: 3139.541504 Iteration 15Q: 3 clusters Score -60024.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -60055.222656 Penalty: 3139.541504 Iteration 16Q: 3 clusters Score -60055.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -60063.527344 Penalty: 3139.541504 Iteration 17F: 3 clusters Score -60063.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -60176.769531 Penalty: 3139.541504 Iteration 18Q: 3 clusters Score -60176.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -60294.675781 Penalty: 3139.541504 Iteration 19Q: 3 clusters Score -60294.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -60327.648438 Penalty: 3139.541504 Iteration 20F: 3 clusters Score -60327.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -60358.546875 Penalty: 3139.541504 Iteration 21Q: 3 clusters Score -60358.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -60359.929688 Penalty: 3139.541504 Iteration 22Q: 3 clusters Score -60359.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -60359.929688 Penalty: 3139.541504 Iteration 23F: 3 clusters Score -60359.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 4 contains 12742 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 14375 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 224 members Mstep: Class 12 contains 1535 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 636 members Mstep: Class 15 contains 5460 members Mstep: Class 16 contains 2002 members Mstep: Class 17 contains 336 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 9273 members Mstep: Class 20 contains 222 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 4566 members Mstep: Class 23 contains 1369 members Mstep: Class 24 contains 482 members Mstep: Class 25 contains 1290 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 752 members Mstep: Class 28 contains 878 members Mstep: Class 29 contains 544 members Mstep: Class 30 contains 3558 members Mstep: Class 31 contains 339 members Entering Unmasked Estep Score: -15620907.000000 Penalty: 87988.585938 Splitting cluster 20 changes total score from -15586450.000000 to -15620907.000000 So it's getting split into cluster 31. Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 787 members Mstep: Class 3 contains 16339 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 14375 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 224 members Mstep: Class 12 contains 1535 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 636 members Mstep: Class 16 contains 2002 members Mstep: Class 17 contains 336 members Mstep: Class 19 contains 9273 members Mstep: Class 20 contains 222 members Entering Unmasked Estep ConsiderDeletion Score: -15626364.000000 Penalty: 87988.585938 Iteration 39Q: 32 clusters Score -1.562636e+07 nChanged 4084 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 783 members Mstep: Class 3 contains 16312 members Mstep: Class 4 contains 12456 members Mstep: Class 5 contains 7202 members Mstep: Class 6 contains 2268 members Mstep: Class 7 contains 563 members Mstep: Class 8 contains 255 members Mstep: Class 9 contains 14526 members Mstep: Class 10 contains 1359 members Mstep: Class 11 contains 249 members Mstep: Class 12 contains 1613 members Mstep: Class 13 contains 626 members Mstep: Class 14 contains 712 members Mstep: Class 15 contains 5202 members Mstep: Class 16 contains 2084 members Mstep: Class 17 contains 335 members Mstep: Class 18 contains 1450 members Mstep: Class 19 contains 9011 members Mstep: Class 20 contains 221 members Mstep: Class 21 contains 341 members Mstep: Class 22 contains 4476 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 443 members Mstep: Class 25 contains 1309 members Mstep: Class 26 contains 240 members Mstep: Class 27 contains 740 members Mstep: Class 28 contains 927 members Mstep: Class 29 contains 539 members Mstep: Class 30 contains 3470 members Mstep: Class 31 contains 318 members Entering Unmasked Estep ConsiderDeletion Score: -15634170.000000 Penalty: 87988.585938 Iteration 40F: 32 clusters Score -1.563417e+07 nChanged 3642 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 665 members Mstep: Class 3 contains 15571 members Mstep: Class 4 contains 12344 members Mstep: Class 5 contains 7481 members Mstep: Class 6 contains 2235 members Mstep: Class 7 contains 476 members Mstep: Class 8 contains 239 members Mstep: Class 9 contains 14225 members Mstep: Class 10 contains 1338 members Mstep: Class 11 contains 265 members Mstep: Class 12 contains 1534 members Mstep: Class 13 contains 655 members Mstep: Class 14 contains 710 members Mstep: Class 15 contains 5532 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 347 members Mstep: Class 18 contains 1941 members Mstep: Class 19 contains 8813 members Mstep: Class 20 contains 199 members Mstep: Class 21 contains 413 members Mstep: Class 22 contains 4439 members Mstep: Class 23 contains 1313 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1361 members Mstep: Class 26 contains 242 members Mstep: Class 27 contains 754 members Mstep: Class 28 contains 1048 members Mstep: Class 29 contains 544 members Mstep: Class 30 contains 3912 members Mstep: Class 31 contains 328 members Entering Unmasked Estep ConsiderDeletion Score: -15639247.000000 Penalty: 87988.585938 Iteration 41Q: 32 clusters Score -1.563925e+07 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 623 members Mstep: Class 3 contains 15120 members Mstep: Class 4 contains 12264 members Mstep: Class 5 contains 7652 members Mstep: Class 6 contains 2226 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 236 members Mstep: Class 9 contains 14016 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 267 members Mstep: Class 12 contains 1501 members Mstep: Class 13 contains 648 members Mstep: Class 14 contains 705 members Mstep: Class 15 contains 5592 members Mstep: Class 16 contains 2122 members Mstep: Class 17 contains 344 members Mstep: Class 18 contains 2264 members Mstep: Class 19 contains 8721 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 431 members Mstep: Class 22 contains 4408 members Mstep: Class 23 contains 1303 members Mstep: Class 24 contains 428 members Mstep: Class 25 contains 1390 members Mstep: Class 26 contains 245 members Mstep: Class 27 contains 760 members Mstep: Class 28 contains 1140 members Mstep: Class 29 contains 547 members Mstep: Class 30 contains 4175 members Mstep: Class 31 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -15641467.000000 Penalty: 87988.585938 Iteration 42Q: 32 clusters Score -1.564147e+07 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 614 members Mstep: Class 3 contains 14891 members Mstep: Class 4 contains 12178 members Mstep: Class 5 contains 7753 members Mstep: Class 6 contains 2222 members Mstep: Class 7 contains 458 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 13854 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 269 members Mstep: Class 12 contains 1487 members Mstep: Class 13 contains 639 members Mstep: Class 14 contains 704 members Mstep: Class 15 contains 5556 members Mstep: Class 16 contains 2152 members Mstep: Class 17 contains 341 members Mstep: Class 18 contains 2486 members Mstep: Class 19 contains 8698 members Mstep: Class 20 contains 193 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4382 members Mstep: Class 23 contains 1307 members Mstep: Class 24 contains 425 members Mstep: Class 25 contains 1412 members Mstep: Class 26 contains 245 members Mstep: Class 27 contains 769 members Mstep: Class 28 contains 1192 members Mstep: Class 29 contains 550 members Mstep: Class 30 contains 4356 members Mstep: Class 31 contains 320 members Entering Unmasked Estep ConsiderDeletion Score: -15642638.000000 Penalty: 87988.585938 Iteration 43Q: 32 clusters Score -1.564264e+07 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 608 members Mstep: Class 3 contains 14759 members Mstep: Class 4 contains 12111 members Mstep: Class 5 contains 7812 members Mstep: Class 6 contains 2220 members Mstep: Class 7 contains 465 members Mstep: Class 8 contains 232 members Mstep: Class 9 contains 13710 members Mstep: Class 10 contains 1345 members Mstep: Class 11 contains 278 members Mstep: Class 12 contains 1469 members Mstep: Class 13 contains 638 members Mstep: Class 14 contains 704 members Mstep: Class 15 contains 5485 members Mstep: Class 16 contains 2170 members Mstep: Class 17 contains 339 members Mstep: Class 18 contains 2674 members Mstep: Class 19 contains 8675 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 443 members Mstep: Class 22 contains 4364 members Mstep: Class 23 contains 1301 members Mstep: Class 24 contains 426 members Mstep: Class 25 contains 1435 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 769 members Mstep: Class 28 contains 1219 members Mstep: Class 29 contains 554 members Mstep: Class 30 contains 4508 members Mstep: Class 31 contains 317 members Entering Unmasked Estep ConsiderDeletion Score: -15643283.000000 Penalty: 87988.585938 Iteration 44Q: 32 clusters Score -1.564328e+07 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 604 members Mstep: Class 3 contains 14675 members Mstep: Class 4 contains 12065 members Mstep: Class 5 contains 7854 members Mstep: Class 6 contains 2209 members Mstep: Class 7 contains 468 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 13553 members Mstep: Class 10 contains 1339 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1471 members Mstep: Class 13 contains 637 members Mstep: Class 14 contains 703 members Mstep: Class 15 contains 5437 members Mstep: Class 16 contains 2183 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 2827 members Mstep: Class 19 contains 8683 members Mstep: Class 20 contains 195 members Mstep: Class 21 contains 443 members Mstep: Class 22 contains 4350 members Mstep: Class 23 contains 1301 members Mstep: Class 24 contains 428 members Mstep: Class 25 contains 1456 members Mstep: Class 26 contains 248 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1231 members Mstep: Class 29 contains 558 members Mstep: Class 30 contains 4626 members Mstep: Class 31 contains 314 members Entering Unmasked Estep ConsiderDeletion Score: -15643716.000000 Penalty: 87988.585938 Iteration 45Q: 32 clusters Score -1.564372e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 604 members Mstep: Class 3 contains 14626 members Mstep: Class 4 contains 12024 members Mstep: Class 5 contains 7878 members Mstep: Class 6 contains 2191 members Mstep: Class 7 contains 485 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 13418 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 638 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 5395 members Mstep: Class 16 contains 2194 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 2925 members Mstep: Class 19 contains 8706 members Mstep: Class 20 contains 195 members Mstep: Class 21 contains 443 members Mstep: Class 22 contains 4338 members Mstep: Class 23 contains 1298 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1481 members Mstep: Class 26 contains 249 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1229 members Mstep: Class 29 contains 561 members Mstep: Class 30 contains 4737 members Mstep: Class 31 contains 310 members Entering Unmasked Estep ConsiderDeletion Score: -15644099.000000 Penalty: 87988.585938 Iteration 46Q: 32 clusters Score -1.56441e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 603 members Mstep: Class 3 contains 14589 members Mstep: Class 4 contains 12002 members Mstep: Class 5 contains 7895 members Mstep: Class 6 contains 2181 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 13289 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1466 members Mstep: Class 13 contains 638 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 5337 members Mstep: Class 16 contains 2200 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3017 members Mstep: Class 19 contains 8702 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4329 members Mstep: Class 23 contains 1296 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1510 members Mstep: Class 26 contains 252 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1232 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 4852 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15644318.000000 Penalty: 87988.585938 Iteration 47Q: 32 clusters Score -1.564432e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 601 members Mstep: Class 3 contains 14568 members Mstep: Class 4 contains 11983 members Mstep: Class 5 contains 7909 members Mstep: Class 6 contains 2172 members Mstep: Class 7 contains 493 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 13184 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1473 members Mstep: Class 13 contains 637 members Mstep: Class 14 contains 703 members Mstep: Class 15 contains 5281 members Mstep: Class 16 contains 2205 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3090 members Mstep: Class 19 contains 8704 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4320 members Mstep: Class 23 contains 1293 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1538 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1237 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 4942 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15644484.000000 Penalty: 87988.585938 Iteration 48Q: 32 clusters Score -1.564448e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 601 members Mstep: Class 3 contains 14545 members Mstep: Class 4 contains 11964 members Mstep: Class 5 contains 7924 members Mstep: Class 6 contains 2158 members Mstep: Class 7 contains 493 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 13121 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1472 members Mstep: Class 13 contains 639 members Mstep: Class 14 contains 703 members Mstep: Class 15 contains 5248 members Mstep: Class 16 contains 2209 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3148 members Mstep: Class 19 contains 8708 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4307 members Mstep: Class 23 contains 1293 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1557 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1237 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5007 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15644577.000000 Penalty: 87988.585938 Iteration 49Q: 32 clusters Score -1.564458e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 600 members Mstep: Class 3 contains 14537 members Mstep: Class 4 contains 11954 members Mstep: Class 5 contains 7932 members Mstep: Class 6 contains 2149 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 13066 members Mstep: Class 10 contains 1341 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1474 members Mstep: Class 13 contains 639 members Mstep: Class 14 contains 703 members Mstep: Class 15 contains 5225 members Mstep: Class 16 contains 2211 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3181 members Mstep: Class 19 contains 8720 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4302 members Mstep: Class 23 contains 1293 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1571 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1237 members Mstep: Class 29 contains 563 members Mstep: Class 30 contains 5043 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15644623.000000 Penalty: 87988.585938 Iteration 50Q: 32 clusters Score -1.564462e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 600 members Mstep: Class 3 contains 14534 members Mstep: Class 4 contains 11941 members Mstep: Class 5 contains 7941 members Mstep: Class 6 contains 2142 members Mstep: Class 7 contains 498 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 13013 members Mstep: Class 10 contains 1342 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1478 members Mstep: Class 13 contains 639 members Mstep: Class 14 contains 703 members Mstep: Class 15 contains 5206 members Mstep: Class 16 contains 2211 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3200 members Mstep: Class 19 contains 8743 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4299 members Mstep: Class 23 contains 1292 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1584 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1238 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5072 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15644669.000000 Penalty: 87988.585938 Iteration 51Q: 32 clusters Score -1.564467e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 600 members Mstep: Class 3 contains 14516 members Mstep: Class 4 contains 11927 members Mstep: Class 5 contains 7950 members Mstep: Class 6 contains 2133 members Mstep: Class 7 contains 498 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 12972 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1476 members Mstep: Class 13 contains 639 members Mstep: Class 14 contains 703 members Mstep: Class 15 contains 5191 members Mstep: Class 16 contains 2213 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3219 members Mstep: Class 19 contains 8758 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4299 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1599 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1239 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5111 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15644709.000000 Penalty: 87988.585938 Iteration 52Q: 32 clusters Score -1.564471e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 601 members Mstep: Class 3 contains 14497 members Mstep: Class 4 contains 11924 members Mstep: Class 5 contains 7956 members Mstep: Class 6 contains 2129 members Mstep: Class 7 contains 498 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 12946 members Mstep: Class 10 contains 1339 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1472 members Mstep: Class 13 contains 639 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 5174 members Mstep: Class 16 contains 2213 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3233 members Mstep: Class 19 contains 8765 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 441 members Mstep: Class 22 contains 4295 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1616 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1242 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5146 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15644730.000000 Penalty: 87988.585938 Iteration 53Q: 32 clusters Score -1.564473e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 601 members Mstep: Class 3 contains 14484 members Mstep: Class 4 contains 11919 members Mstep: Class 5 contains 7968 members Mstep: Class 6 contains 2126 members Mstep: Class 7 contains 499 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 12909 members Mstep: Class 10 contains 1341 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 638 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 5151 members Mstep: Class 16 contains 2214 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3239 members Mstep: Class 19 contains 8777 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4293 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1632 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1243 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5178 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15644804.000000 Penalty: 87988.585938 Iteration 54Q: 32 clusters Score -1.56448e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 601 members Mstep: Class 3 contains 14477 members Mstep: Class 4 contains 11913 members Mstep: Class 5 contains 7976 members Mstep: Class 6 contains 2127 members Mstep: Class 7 contains 499 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 12870 members Mstep: Class 10 contains 1341 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 637 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 5121 members Mstep: Class 16 contains 2215 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3246 members Mstep: Class 19 contains 8800 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4292 members Mstep: Class 23 contains 1285 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1646 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1243 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5210 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15644872.000000 Penalty: 87988.585938 Iteration 55Q: 32 clusters Score -1.564487e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 601 members Mstep: Class 3 contains 14473 members Mstep: Class 4 contains 11903 members Mstep: Class 5 contains 7983 members Mstep: Class 6 contains 2127 members Mstep: Class 7 contains 500 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 12824 members Mstep: Class 10 contains 1339 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1469 members Mstep: Class 13 contains 637 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 5089 members Mstep: Class 16 contains 2216 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3253 members Mstep: Class 19 contains 8841 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4293 members Mstep: Class 23 contains 1283 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1658 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1245 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5240 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15644975.000000 Penalty: 87988.585938 Iteration 56Q: 32 clusters Score -1.564498e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 601 members Mstep: Class 3 contains 14464 members Mstep: Class 4 contains 11888 members Mstep: Class 5 contains 7986 members Mstep: Class 6 contains 2117 members Mstep: Class 7 contains 499 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 12765 members Mstep: Class 10 contains 1340 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 636 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 5066 members Mstep: Class 16 contains 2217 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3247 members Mstep: Class 19 contains 8906 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4298 members Mstep: Class 23 contains 1283 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1668 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1245 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5273 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15645110.000000 Penalty: 87988.585938 Iteration 57Q: 32 clusters Score -1.564511e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 601 members Mstep: Class 3 contains 14442 members Mstep: Class 4 contains 11873 members Mstep: Class 5 contains 7995 members Mstep: Class 6 contains 2108 members Mstep: Class 7 contains 500 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 12684 members Mstep: Class 10 contains 1341 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1485 members Mstep: Class 13 contains 634 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 5052 members Mstep: Class 16 contains 2217 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3239 members Mstep: Class 19 contains 8998 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4299 members Mstep: Class 23 contains 1282 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1679 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1245 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5300 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15645269.000000 Penalty: 87988.585938 Iteration 58Q: 32 clusters Score -1.564527e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 601 members Mstep: Class 3 contains 14438 members Mstep: Class 4 contains 11858 members Mstep: Class 5 contains 8010 members Mstep: Class 6 contains 2107 members Mstep: Class 7 contains 500 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 12589 members Mstep: Class 10 contains 1340 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1489 members Mstep: Class 13 contains 634 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 5026 members Mstep: Class 16 contains 2218 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3228 members Mstep: Class 19 contains 9092 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4302 members Mstep: Class 23 contains 1282 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1686 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1245 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5328 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15645418.000000 Penalty: 87988.585938 Iteration 59Q: 32 clusters Score -1.564542e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 601 members Mstep: Class 3 contains 14434 members Mstep: Class 4 contains 11846 members Mstep: Class 5 contains 8034 members Mstep: Class 6 contains 2106 members Mstep: Class 7 contains 501 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 12521 members Mstep: Class 10 contains 1338 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1494 members Mstep: Class 13 contains 634 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 5012 members Mstep: Class 16 contains 2219 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3208 members Mstep: Class 19 contains 9149 members Mstep: Class 20 contains 194 members Mstep: Class 21 contains 443 members Mstep: Class 22 contains 4311 members Mstep: Class 23 contains 1282 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1693 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1245 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5344 members Mstep: Class 31 contains 309 members Entering Unmasked Estep ConsiderDeletion Score: -15645933.000000 Penalty: 87988.585938 Iteration 60F: 32 clusters Score -1.564593e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 586 members Mstep: Class 3 contains 14435 members Mstep: Class 4 contains 11833 members Mstep: Class 5 contains 8066 members Mstep: Class 6 contains 2103 members Mstep: Class 7 contains 506 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 12463 members Mstep: Class 10 contains 1331 members Mstep: Class 11 contains 280 members Mstep: Class 12 contains 1486 members Mstep: Class 13 contains 633 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 5007 members Mstep: Class 16 contains 2219 members Mstep: Class 17 contains 350 members Mstep: Class 18 contains 3199 members Mstep: Class 19 contains 9163 members Mstep: Class 20 contains 187 members Mstep: Class 21 contains 445 members Mstep: Class 22 contains 4319 members Mstep: Class 23 contains 1282 members Mstep: Class 24 contains 430 members Mstep: Class 25 contains 1726 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1272 members Mstep: Class 29 contains 561 members Mstep: Class 30 contains 5351 members Mstep: Class 31 contains 304 members Entering Unmasked Estep ConsiderDeletion Score: -15646616.000000 Penalty: 87988.585938 Iteration 61Q: 32 clusters Score -1.564662e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 582 members Mstep: Class 3 contains 14436 members Mstep: Class 4 contains 11820 members Mstep: Class 5 contains 8095 members Mstep: Class 6 contains 2100 members Mstep: Class 7 contains 506 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12450 members Mstep: Class 10 contains 1325 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1477 members Mstep: Class 13 contains 631 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 4992 members Mstep: Class 16 contains 2220 members Mstep: Class 17 contains 344 members Mstep: Class 18 contains 3189 members Mstep: Class 19 contains 9137 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 4324 members Mstep: Class 23 contains 1283 members Mstep: Class 24 contains 428 members Mstep: Class 25 contains 1754 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1287 members Mstep: Class 29 contains 561 members Mstep: Class 30 contains 5378 members Mstep: Class 31 contains 305 members Entering Unmasked Estep ConsiderDeletion Score: -15646964.000000 Penalty: 87988.585938 Iteration 62Q: 32 clusters Score -1.564696e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 579 members Mstep: Class 3 contains 14441 members Mstep: Class 4 contains 11809 members Mstep: Class 5 contains 8122 members Mstep: Class 6 contains 2096 members Mstep: Class 7 contains 508 members Mstep: Class 8 contains 231 members Mstep: Class 9 contains 12440 members Mstep: Class 10 contains 1323 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1474 members Mstep: Class 13 contains 630 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 4982 members Mstep: Class 16 contains 2222 members Mstep: Class 17 contains 339 members Mstep: Class 18 contains 3181 members Mstep: Class 19 contains 9098 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 440 members Mstep: Class 22 contains 4324 members Mstep: Class 23 contains 1281 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1790 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 772 members Mstep: Class 28 contains 1293 members Mstep: Class 29 contains 562 members Mstep: Class 30 contains 5397 members Mstep: Class 31 contains 304 members Entering Unmasked Estep ConsiderDeletion Score: -15647215.000000 Penalty: 87988.585938 Iteration 63Q: 32 clusters Score -1.564722e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 579 members Mstep: Class 3 contains 14447 members Mstep: Class 4 contains 11807 members Mstep: Class 5 contains 8152 members Mstep: Class 6 contains 2090 members Mstep: Class 7 contains 508 members Mstep: Class 8 contains 229 members Mstep: Class 9 contains 12434 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1479 members Mstep: Class 13 contains 630 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 4971 members Mstep: Class 16 contains 2227 members Mstep: Class 17 contains 338 members Mstep: Class 18 contains 3173 members Mstep: Class 19 contains 9053 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 441 members Mstep: Class 22 contains 4322 members Mstep: Class 23 contains 1281 members Mstep: Class 24 contains 426 members Mstep: Class 25 contains 1825 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 773 members Mstep: Class 28 contains 1297 members Mstep: Class 29 contains 565 members Mstep: Class 30 contains 5397 members Mstep: Class 31 contains 301 members Entering Unmasked Estep ConsiderDeletion Score: -15647357.000000 Penalty: 87988.585938 Iteration 64Q: 32 clusters Score -1.564736e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 577 members Mstep: Class 3 contains 14447 members Mstep: Class 4 contains 11802 members Mstep: Class 5 contains 8182 members Mstep: Class 6 contains 2085 members Mstep: Class 7 contains 507 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12421 members Mstep: Class 10 contains 1316 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1482 members Mstep: Class 13 contains 630 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 4951 members Mstep: Class 16 contains 2231 members Mstep: Class 17 contains 336 members Mstep: Class 18 contains 3175 members Mstep: Class 19 contains 9016 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 440 members Mstep: Class 22 contains 4324 members Mstep: Class 23 contains 1282 members Mstep: Class 24 contains 425 members Mstep: Class 25 contains 1851 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 773 members Mstep: Class 28 contains 1298 members Mstep: Class 29 contains 568 members Mstep: Class 30 contains 5416 members Mstep: Class 31 contains 300 members Entering Unmasked Estep ConsiderDeletion Score: -15647514.000000 Penalty: 87988.585938 Iteration 65Q: 32 clusters Score -1.564751e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 574 members Mstep: Class 3 contains 14443 members Mstep: Class 4 contains 11800 members Mstep: Class 5 contains 8219 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 507 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12400 members Mstep: Class 10 contains 1315 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1490 members Mstep: Class 13 contains 630 members Mstep: Class 14 contains 703 members Mstep: Class 15 contains 4932 members Mstep: Class 16 contains 2233 members Mstep: Class 17 contains 336 members Mstep: Class 18 contains 3194 members Mstep: Class 19 contains 8976 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 441 members Mstep: Class 22 contains 4324 members Mstep: Class 23 contains 1282 members Mstep: Class 24 contains 424 members Mstep: Class 25 contains 1859 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 773 members Mstep: Class 28 contains 1301 members Mstep: Class 29 contains 568 members Mstep: Class 30 contains 5432 members Mstep: Class 31 contains 300 members Entering Unmasked Estep ConsiderDeletion Score: -15647558.000000 Penalty: 87988.585938 Iteration 66Q: 32 clusters Score -1.564756e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 571 members Mstep: Class 3 contains 14444 members Mstep: Class 4 contains 11800 members Mstep: Class 5 contains 8256 members Mstep: Class 6 contains 2081 members Mstep: Class 7 contains 506 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12377 members Mstep: Class 10 contains 1310 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1495 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 703 members Mstep: Class 15 contains 4929 members Mstep: Class 16 contains 2232 members Mstep: Class 17 contains 336 members Mstep: Class 18 contains 3200 members Mstep: Class 19 contains 8940 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 440 members Mstep: Class 22 contains 4322 members Mstep: Class 23 contains 1281 members Mstep: Class 24 contains 425 members Mstep: Class 25 contains 1877 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 773 members Mstep: Class 28 contains 1304 members Mstep: Class 29 contains 569 members Mstep: Class 30 contains 5439 members Mstep: Class 31 contains 300 members Entering Unmasked Estep ConsiderDeletion Score: -15647647.000000 Penalty: 87988.585938 Iteration 67Q: 32 clusters Score -1.564765e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 571 members Mstep: Class 3 contains 14442 members Mstep: Class 4 contains 11801 members Mstep: Class 5 contains 8283 members Mstep: Class 6 contains 2077 members Mstep: Class 7 contains 506 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12361 members Mstep: Class 10 contains 1306 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1496 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4933 members Mstep: Class 16 contains 2232 members Mstep: Class 17 contains 334 members Mstep: Class 18 contains 3209 members Mstep: Class 19 contains 8902 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 4318 members Mstep: Class 23 contains 1279 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1899 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 773 members Mstep: Class 28 contains 1305 members Mstep: Class 29 contains 568 members Mstep: Class 30 contains 5445 members Mstep: Class 31 contains 301 members Entering Unmasked Estep ConsiderDeletion Score: -15647717.000000 Penalty: 87988.585938 Iteration 68Q: 32 clusters Score -1.564772e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14445 members Mstep: Class 4 contains 11798 members Mstep: Class 5 contains 8296 members Mstep: Class 6 contains 2073 members Mstep: Class 7 contains 506 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12352 members Mstep: Class 10 contains 1303 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1492 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4925 members Mstep: Class 16 contains 2232 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3215 members Mstep: Class 19 contains 8872 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 438 members Mstep: Class 22 contains 4312 members Mstep: Class 23 contains 1276 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1919 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1307 members Mstep: Class 29 contains 570 members Mstep: Class 30 contains 5471 members Mstep: Class 31 contains 302 members Entering Unmasked Estep ConsiderDeletion Score: -15647820.000000 Penalty: 87988.585938 Iteration 69Q: 32 clusters Score -1.564782e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14459 members Mstep: Class 4 contains 11798 members Mstep: Class 5 contains 8316 members Mstep: Class 6 contains 2071 members Mstep: Class 7 contains 506 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12344 members Mstep: Class 10 contains 1301 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1495 members Mstep: Class 13 contains 630 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4921 members Mstep: Class 16 contains 2231 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3224 members Mstep: Class 19 contains 8826 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4309 members Mstep: Class 23 contains 1273 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1930 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1308 members Mstep: Class 29 contains 570 members Mstep: Class 30 contains 5482 members Mstep: Class 31 contains 301 members Entering Unmasked Estep ConsiderDeletion Score: -15647853.000000 Penalty: 87988.585938 Iteration 70Q: 32 clusters Score -1.564785e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14468 members Mstep: Class 4 contains 11800 members Mstep: Class 5 contains 8336 members Mstep: Class 6 contains 2064 members Mstep: Class 7 contains 506 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12338 members Mstep: Class 10 contains 1302 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1498 members Mstep: Class 13 contains 630 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4926 members Mstep: Class 16 contains 2232 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3234 members Mstep: Class 19 contains 8787 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4307 members Mstep: Class 23 contains 1272 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1305 members Mstep: Class 29 contains 571 members Mstep: Class 30 contains 5485 members Mstep: Class 31 contains 298 members Entering Unmasked Estep ConsiderDeletion Score: -15647882.000000 Penalty: 87988.585938 Iteration 71Q: 32 clusters Score -1.564788e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14476 members Mstep: Class 4 contains 11799 members Mstep: Class 5 contains 8361 members Mstep: Class 6 contains 2060 members Mstep: Class 7 contains 507 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12330 members Mstep: Class 10 contains 1301 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1503 members Mstep: Class 13 contains 630 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4921 members Mstep: Class 16 contains 2235 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3246 members Mstep: Class 19 contains 8750 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4307 members Mstep: Class 23 contains 1271 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1301 members Mstep: Class 29 contains 572 members Mstep: Class 30 contains 5492 members Mstep: Class 31 contains 297 members Entering Unmasked Estep ConsiderDeletion Score: -15647874.000000 Penalty: 87988.585938 Iteration 72Q: 32 clusters Score -1.564787e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14476 members Mstep: Class 4 contains 11799 members Mstep: Class 5 contains 8386 members Mstep: Class 6 contains 2055 members Mstep: Class 7 contains 508 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12323 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1506 members Mstep: Class 13 contains 630 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4913 members Mstep: Class 16 contains 2235 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3253 members Mstep: Class 19 contains 8720 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4307 members Mstep: Class 23 contains 1271 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1302 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5507 members Mstep: Class 31 contains 296 members Entering Unmasked Estep ConsiderDeletion Score: -15647896.000000 Penalty: 87988.585938 Iteration 73Q: 32 clusters Score -1.56479e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14476 members Mstep: Class 4 contains 11800 members Mstep: Class 5 contains 8417 members Mstep: Class 6 contains 2054 members Mstep: Class 7 contains 509 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12321 members Mstep: Class 10 contains 1298 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1510 members Mstep: Class 13 contains 631 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4906 members Mstep: Class 16 contains 2235 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3255 members Mstep: Class 19 contains 8682 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4308 members Mstep: Class 23 contains 1271 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1302 members Mstep: Class 29 contains 574 members Mstep: Class 30 contains 5516 members Mstep: Class 31 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -15647892.000000 Penalty: 87988.585938 Iteration 74Q: 32 clusters Score -1.564789e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14472 members Mstep: Class 4 contains 11800 members Mstep: Class 5 contains 8435 members Mstep: Class 6 contains 2053 members Mstep: Class 7 contains 510 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12317 members Mstep: Class 10 contains 1298 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1515 members Mstep: Class 13 contains 631 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4896 members Mstep: Class 16 contains 2235 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3262 members Mstep: Class 19 contains 8659 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4308 members Mstep: Class 23 contains 1271 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1302 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5529 members Mstep: Class 31 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -15647886.000000 Penalty: 87988.585938 Iteration 75Q: 32 clusters Score -1.564789e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14473 members Mstep: Class 4 contains 11799 members Mstep: Class 5 contains 8454 members Mstep: Class 6 contains 2049 members Mstep: Class 7 contains 511 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12312 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1520 members Mstep: Class 13 contains 631 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4889 members Mstep: Class 16 contains 2235 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3269 members Mstep: Class 19 contains 8641 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4308 members Mstep: Class 23 contains 1270 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1303 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5530 members Mstep: Class 31 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -15647895.000000 Penalty: 87988.585938 Iteration 76Q: 32 clusters Score -1.56479e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14467 members Mstep: Class 4 contains 11798 members Mstep: Class 5 contains 8467 members Mstep: Class 6 contains 2049 members Mstep: Class 7 contains 510 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12310 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1522 members Mstep: Class 13 contains 631 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4876 members Mstep: Class 16 contains 2236 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3274 members Mstep: Class 19 contains 8633 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4308 members Mstep: Class 23 contains 1269 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1304 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5540 members Mstep: Class 31 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -15647894.000000 Penalty: 87988.585938 Iteration 77Q: 32 clusters Score -1.564789e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14467 members Mstep: Class 4 contains 11797 members Mstep: Class 5 contains 8483 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 510 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12306 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1522 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4862 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3281 members Mstep: Class 19 contains 8618 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4308 members Mstep: Class 23 contains 1268 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1304 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5549 members Mstep: Class 31 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -15647892.000000 Penalty: 87988.585938 Iteration 78Q: 32 clusters Score -1.564789e+07 nChanged 53 Entering ConstructFrom: Score: -15647892.000000 Penalty: 87988.585938 Entering ConstructFrom: Trying to split cluster 1 (1876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Entering Unmasked Estep Score: -307034.375000 Penalty: 1869.150513 Iteration 0F: 2 clusters Score -307034.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -304516.968750 Penalty: 3738.301025 Iteration 0F: 3 clusters Score -304517 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -305160.843750 Penalty: 3738.301025 Iteration 1F: 3 clusters Score -305160.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -305524.156250 Penalty: 3738.301025 Iteration 2F: 3 clusters Score -305524.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -305817.593750 Penalty: 3738.301025 Iteration 3F: 3 clusters Score -305817.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -306056.906250 Penalty: 3738.301025 Iteration 4F: 3 clusters Score -306056.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -306226.312500 Penalty: 3738.301025 Iteration 5F: 3 clusters Score -306226.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -306393.125000 Penalty: 3738.301025 Iteration 6Q: 3 clusters Score -306393.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -306616.906250 Penalty: 3738.301025 Iteration 7Q: 3 clusters Score -306616.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -306970.156250 Penalty: 3738.301025 Iteration 8Q: 3 clusters Score -306970.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -307154.781250 Penalty: 3738.301025 Iteration 9F: 3 clusters Score -307154.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -307276.250000 Penalty: 3738.301025 Iteration 10Q: 3 clusters Score -307276.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -307329.562500 Penalty: 3738.301025 Iteration 11Q: 3 clusters Score -307329.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -307357.437500 Penalty: 3738.301025 Iteration 12Q: 3 clusters Score -307357.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -307373.062500 Penalty: 3738.301025 Iteration 13Q: 3 clusters Score -307373.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -307385.562500 Penalty: 3738.301025 Iteration 14Q: 3 clusters Score -307385.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -307392.656250 Penalty: 3738.301025 Iteration 15Q: 3 clusters Score -307392.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -307395.687500 Penalty: 3738.301025 Iteration 16Q: 3 clusters Score -307395.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -307396.343750 Penalty: 3738.301025 Iteration 17Q: 3 clusters Score -307396.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -307396.843750 Penalty: 3738.301025 Iteration 18Q: 3 clusters Score -307396.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -307396.843750 Penalty: 3738.301025 Iteration 19F: 3 clusters Score -307396.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14468 members Mstep: Class 4 contains 11798 members Mstep: Class 5 contains 8493 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 509 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12301 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1523 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4852 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3289 members Mstep: Class 19 contains 8606 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4308 members Mstep: Class 23 contains 1267 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1303 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5557 members Mstep: Class 31 contains 294 members Mstep: Class 32 contains 715 members Entering Unmasked Estep Score: -15647246.000000 Penalty: 90826.929688 Splitting cluster 1 changes total score from -15647892.000000 to -15647246.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Entering Unmasked Estep Score: -74472.320312 Penalty: 1573.717773 Iteration 0F: 2 clusters Score -74472.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -73013.273438 Penalty: 3147.435547 Iteration 0F: 3 clusters Score -73013.27 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -73348.460938 Penalty: 3147.435547 Iteration 1F: 3 clusters Score -73348.46 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -73477.890625 Penalty: 3147.435547 Iteration 2F: 3 clusters Score -73477.89 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -73609.351562 Penalty: 3147.435547 Iteration 3F: 3 clusters Score -73609.35 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -73759.289062 Penalty: 3147.435547 Iteration 4F: 3 clusters Score -73759.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -73913.203125 Penalty: 3147.435547 Iteration 5Q: 3 clusters Score -73913.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -74012.984375 Penalty: 3147.435547 Iteration 6Q: 3 clusters Score -74012.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -74085.554688 Penalty: 3147.435547 Iteration 7Q: 3 clusters Score -74085.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -74136.414062 Penalty: 3147.435547 Iteration 8Q: 3 clusters Score -74136.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -74170.992188 Penalty: 3147.435547 Iteration 9Q: 3 clusters Score -74170.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -74197.773438 Penalty: 3147.435547 Iteration 10Q: 3 clusters Score -74197.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -74222.687500 Penalty: 3147.435547 Iteration 11Q: 3 clusters Score -74222.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -74247.570312 Penalty: 3147.435547 Iteration 12Q: 3 clusters Score -74247.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -74287.585938 Penalty: 3147.435547 Iteration 13Q: 3 clusters Score -74287.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -74300.867188 Penalty: 3147.435547 Iteration 14Q: 3 clusters Score -74300.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -74325.476562 Penalty: 3147.435547 Iteration 15Q: 3 clusters Score -74325.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -74331.257812 Penalty: 3147.435547 Iteration 16Q: 3 clusters Score -74331.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -74336.742188 Penalty: 3147.435547 Iteration 17Q: 3 clusters Score -74336.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -74340.054688 Penalty: 3147.435547 Iteration 18Q: 3 clusters Score -74340.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -74343.796875 Penalty: 3147.435547 Iteration 19F: 3 clusters Score -74343.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -74349.585938 Penalty: 3147.435547 Iteration 20F: 3 clusters Score -74349.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -74354.375000 Penalty: 3147.435547 Iteration 21Q: 3 clusters Score -74354.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -74354.375000 Penalty: 3147.435547 Iteration 22F: 3 clusters Score -74354.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (14468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14468 members Entering Unmasked Estep Score: -2550050.000000 Penalty: 2375.764404 Iteration 0F: 2 clusters Score -2550050 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7288 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -2539572.250000 Penalty: 4751.528809 Iteration 0F: 3 clusters Score -2539572 nChanged 6188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -2543050.250000 Penalty: 4751.528809 Iteration 1F: 3 clusters Score -2543050 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7731 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -2543642.000000 Penalty: 4751.528809 Iteration 2F: 3 clusters Score -2543642 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -2544258.000000 Penalty: 4751.528809 Iteration 3F: 3 clusters Score -2544258 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -2545038.250000 Penalty: 4751.528809 Iteration 4F: 3 clusters Score -2545038 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -2545927.000000 Penalty: 4751.528809 Iteration 5F: 3 clusters Score -2545927 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8717 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -2546779.250000 Penalty: 4751.528809 Iteration 6F: 3 clusters Score -2546779 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -2547636.250000 Penalty: 4751.528809 Iteration 7F: 3 clusters Score -2547636 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -2548275.500000 Penalty: 4751.528809 Iteration 8F: 3 clusters Score -2548276 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8888 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -2548641.500000 Penalty: 4751.528809 Iteration 9Q: 3 clusters Score -2548642 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -2548856.250000 Penalty: 4751.528809 Iteration 10Q: 3 clusters Score -2548856 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -2548978.250000 Penalty: 4751.528809 Iteration 11Q: 3 clusters Score -2548978 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -2549069.250000 Penalty: 4751.528809 Iteration 12Q: 3 clusters Score -2549069 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -2549130.500000 Penalty: 4751.528809 Iteration 13Q: 3 clusters Score -2549130 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -2549181.250000 Penalty: 4751.528809 Iteration 14Q: 3 clusters Score -2549181 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -2549234.250000 Penalty: 4751.528809 Iteration 15Q: 3 clusters Score -2549234 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -2549266.000000 Penalty: 4751.528809 Iteration 16Q: 3 clusters Score -2549266 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -2549303.750000 Penalty: 4751.528809 Iteration 17Q: 3 clusters Score -2549304 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -2549337.000000 Penalty: 4751.528809 Iteration 18Q: 3 clusters Score -2549337 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -2549369.750000 Penalty: 4751.528809 Iteration 19Q: 3 clusters Score -2549370 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -2549409.750000 Penalty: 4751.528809 Iteration 20F: 3 clusters Score -2549410 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -2549443.500000 Penalty: 4751.528809 Iteration 21Q: 3 clusters Score -2549444 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -2549470.250000 Penalty: 4751.528809 Iteration 22Q: 3 clusters Score -2549470 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -2549485.500000 Penalty: 4751.528809 Iteration 23Q: 3 clusters Score -2549486 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 7729 members Entering Unmasked Estep Score: -2549519.000000 Penalty: 4751.528809 Iteration 24Q: 3 clusters Score -2549519 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -2549536.750000 Penalty: 4751.528809 Iteration 25Q: 3 clusters Score -2549537 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -2549550.750000 Penalty: 4751.528809 Iteration 26Q: 3 clusters Score -2549551 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -2549564.750000 Penalty: 4751.528809 Iteration 27Q: 3 clusters Score -2549565 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -2549565.500000 Penalty: 4751.528809 Iteration 28Q: 3 clusters Score -2549566 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -2549577.250000 Penalty: 4751.528809 Iteration 29Q: 3 clusters Score -2549577 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -2549583.500000 Penalty: 4751.528809 Iteration 30Q: 3 clusters Score -2549584 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 8137 members Entering Unmasked Estep Score: -2549593.250000 Penalty: 4751.528809 Iteration 31Q: 3 clusters Score -2549593 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -2549599.500000 Penalty: 4751.528809 Iteration 32Q: 3 clusters Score -2549600 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 8228 members Entering Unmasked Estep Score: -2549603.750000 Penalty: 4751.528809 Iteration 33Q: 3 clusters Score -2549604 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -2549613.250000 Penalty: 4751.528809 Iteration 34Q: 3 clusters Score -2549613 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 8309 members Entering Unmasked Estep Score: -2549615.750000 Penalty: 4751.528809 Iteration 35Q: 3 clusters Score -2549616 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 8336 members Entering Unmasked Estep Score: -2549626.250000 Penalty: 4751.528809 Iteration 36Q: 3 clusters Score -2549626 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -2549625.250000 Penalty: 4751.528809 Iteration 37Q: 3 clusters Score -2549625 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -2549626.250000 Penalty: 4751.528809 Iteration 38Q: 3 clusters Score -2549626 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -2549626.500000 Penalty: 4751.528809 Iteration 39Q: 3 clusters Score -2549626 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 8396 members Entering Unmasked Estep Score: -2549632.000000 Penalty: 4751.528809 Iteration 40F: 3 clusters Score -2549632 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 8411 members Entering Unmasked Estep Score: -2549639.250000 Penalty: 4751.528809 Iteration 41Q: 3 clusters Score -2549639 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -2549635.250000 Penalty: 4751.528809 Iteration 42Q: 3 clusters Score -2549635 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -2549633.000000 Penalty: 4751.528809 Iteration 43Q: 3 clusters Score -2549633 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 8460 members Entering Unmasked Estep Score: -2549638.750000 Penalty: 4751.528809 Iteration 44Q: 3 clusters Score -2549639 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -2549640.000000 Penalty: 4751.528809 Iteration 45Q: 3 clusters Score -2549640 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 8485 members Entering Unmasked Estep Score: -2549637.750000 Penalty: 4751.528809 Iteration 46Q: 3 clusters Score -2549638 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -2549639.250000 Penalty: 4751.528809 Iteration 47Q: 3 clusters Score -2549639 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 8506 members Entering Unmasked Estep Score: -2549638.750000 Penalty: 4751.528809 Iteration 48Q: 3 clusters Score -2549639 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 8514 members Entering Unmasked Estep Score: -2549640.500000 Penalty: 4751.528809 Iteration 49Q: 3 clusters Score -2549640 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -2549643.250000 Penalty: 4751.528809 Iteration 50Q: 3 clusters Score -2549643 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -2549644.500000 Penalty: 4751.528809 Iteration 51Q: 3 clusters Score -2549644 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -2549648.750000 Penalty: 4751.528809 Iteration 52Q: 3 clusters Score -2549649 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -2549653.000000 Penalty: 4751.528809 Iteration 53Q: 3 clusters Score -2549653 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -2549655.000000 Penalty: 4751.528809 Iteration 54Q: 3 clusters Score -2549655 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -2549649.750000 Penalty: 4751.528809 Iteration 55Q: 3 clusters Score -2549650 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 8621 members Entering Unmasked Estep Score: -2549649.500000 Penalty: 4751.528809 Iteration 56Q: 3 clusters Score -2549650 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 8644 members Entering Unmasked Estep Score: -2549655.750000 Penalty: 4751.528809 Iteration 57Q: 3 clusters Score -2549656 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 8668 members Entering Unmasked Estep Score: -2549663.500000 Penalty: 4751.528809 Iteration 58Q: 3 clusters Score -2549664 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -2549663.750000 Penalty: 4751.528809 Iteration 59Q: 3 clusters Score -2549664 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 8694 members Entering Unmasked Estep Score: -2549666.500000 Penalty: 4751.528809 Iteration 60F: 3 clusters Score -2549666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -2549659.750000 Penalty: 4751.528809 Iteration 61Q: 3 clusters Score -2549660 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 8707 members Entering Unmasked Estep Score: -2549661.000000 Penalty: 4751.528809 Iteration 62Q: 3 clusters Score -2549661 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 8712 members Entering Unmasked Estep Score: -2549666.750000 Penalty: 4751.528809 Iteration 63Q: 3 clusters Score -2549667 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -2549666.750000 Penalty: 4751.528809 Iteration 64Q: 3 clusters Score -2549667 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -2549667.500000 Penalty: 4751.528809 Iteration 65Q: 3 clusters Score -2549668 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -2549671.000000 Penalty: 4751.528809 Iteration 66Q: 3 clusters Score -2549671 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 8745 members Entering Unmasked Estep Score: -2549670.750000 Penalty: 4751.528809 Iteration 67Q: 3 clusters Score -2549671 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 8752 members Entering Unmasked Estep Score: -2549673.250000 Penalty: 4751.528809 Iteration 68Q: 3 clusters Score -2549673 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 8760 members Entering Unmasked Estep Score: -2549667.250000 Penalty: 4751.528809 Iteration 69Q: 3 clusters Score -2549667 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -2549673.750000 Penalty: 4751.528809 Iteration 70Q: 3 clusters Score -2549674 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -2549673.000000 Penalty: 4751.528809 Iteration 71Q: 3 clusters Score -2549673 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 8784 members Entering Unmasked Estep Score: -2549677.000000 Penalty: 4751.528809 Iteration 72Q: 3 clusters Score -2549677 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -2549678.750000 Penalty: 4751.528809 Iteration 73Q: 3 clusters Score -2549679 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 8802 members Entering Unmasked Estep Score: -2549680.750000 Penalty: 4751.528809 Iteration 74Q: 3 clusters Score -2549681 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 8808 members Entering Unmasked Estep Score: -2549684.500000 Penalty: 4751.528809 Iteration 75Q: 3 clusters Score -2549684 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -2549684.750000 Penalty: 4751.528809 Iteration 76Q: 3 clusters Score -2549685 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -2549686.000000 Penalty: 4751.528809 Iteration 77Q: 3 clusters Score -2549686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -2549684.500000 Penalty: 4751.528809 Iteration 78Q: 3 clusters Score -2549684 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 8818 members Entering Unmasked Estep Score: -2549686.250000 Penalty: 4751.528809 Iteration 79Q: 3 clusters Score -2549686 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 8818 members Entering Unmasked Estep Score: -2549686.250000 Penalty: 4751.528809 Iteration 80F: 3 clusters Score -2549686 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (11798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11798 members Entering Unmasked Estep Score: -2086877.125000 Penalty: 2325.170166 Iteration 0F: 2 clusters Score -2086877 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -2078107.625000 Penalty: 4650.340332 Iteration 0F: 3 clusters Score -2078108 nChanged 4976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -2080924.750000 Penalty: 4650.340332 Iteration 1F: 3 clusters Score -2080925 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -2081558.750000 Penalty: 4650.340332 Iteration 2F: 3 clusters Score -2081559 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -2082304.875000 Penalty: 4650.340332 Iteration 3F: 3 clusters Score -2082305 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -2083198.125000 Penalty: 4650.340332 Iteration 4F: 3 clusters Score -2083198 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -2084023.625000 Penalty: 4650.340332 Iteration 5F: 3 clusters Score -2084024 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -2084715.500000 Penalty: 4650.340332 Iteration 6F: 3 clusters Score -2084716 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -2085234.000000 Penalty: 4650.340332 Iteration 7F: 3 clusters Score -2085234 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -2085653.750000 Penalty: 4650.340332 Iteration 8Q: 3 clusters Score -2085654 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -2085992.375000 Penalty: 4650.340332 Iteration 9Q: 3 clusters Score -2085992 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -2086357.250000 Penalty: 4650.340332 Iteration 10Q: 3 clusters Score -2086357 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -2086745.875000 Penalty: 4650.340332 Iteration 11Q: 3 clusters Score -2086746 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -2087103.375000 Penalty: 4650.340332 Iteration 12Q: 3 clusters Score -2087103 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -2087320.125000 Penalty: 4650.340332 Iteration 13Q: 3 clusters Score -2087320 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -2087491.750000 Penalty: 4650.340332 Iteration 14Q: 3 clusters Score -2087492 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -2087652.125000 Penalty: 4650.340332 Iteration 15Q: 3 clusters Score -2087652 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -2087791.625000 Penalty: 4650.340332 Iteration 16Q: 3 clusters Score -2087792 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -2087915.500000 Penalty: 4650.340332 Iteration 17Q: 3 clusters Score -2087916 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -2087999.875000 Penalty: 4650.340332 Iteration 18Q: 3 clusters Score -2088000 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -2088060.500000 Penalty: 4650.340332 Iteration 19Q: 3 clusters Score -2088060 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -2088086.375000 Penalty: 4650.340332 Iteration 20F: 3 clusters Score -2088086 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -2088107.125000 Penalty: 4650.340332 Iteration 21Q: 3 clusters Score -2088107 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -2088111.000000 Penalty: 4650.340332 Iteration 22Q: 3 clusters Score -2088111 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -2088130.375000 Penalty: 4650.340332 Iteration 23Q: 3 clusters Score -2088130 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -2088151.250000 Penalty: 4650.340332 Iteration 24Q: 3 clusters Score -2088151 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -2088169.375000 Penalty: 4650.340332 Iteration 25Q: 3 clusters Score -2088169 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -2088196.875000 Penalty: 4650.340332 Iteration 26Q: 3 clusters Score -2088197 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -2088212.250000 Penalty: 4650.340332 Iteration 27Q: 3 clusters Score -2088212 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -2088222.375000 Penalty: 4650.340332 Iteration 28Q: 3 clusters Score -2088222 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -2088237.625000 Penalty: 4650.340332 Iteration 29Q: 3 clusters Score -2088238 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -2088238.125000 Penalty: 4650.340332 Iteration 30Q: 3 clusters Score -2088238 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -2088244.375000 Penalty: 4650.340332 Iteration 31Q: 3 clusters Score -2088244 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -2088243.125000 Penalty: 4650.340332 Iteration 32Q: 3 clusters Score -2088243 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -2088247.625000 Penalty: 4650.340332 Iteration 33Q: 3 clusters Score -2088248 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -2088245.625000 Penalty: 4650.340332 Iteration 34Q: 3 clusters Score -2088246 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -2088249.875000 Penalty: 4650.340332 Iteration 35Q: 3 clusters Score -2088250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -2088251.000000 Penalty: 4650.340332 Iteration 36Q: 3 clusters Score -2088251 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -2088251.750000 Penalty: 4650.340332 Iteration 37Q: 3 clusters Score -2088252 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -2088251.750000 Penalty: 4650.340332 Iteration 38Q: 3 clusters Score -2088252 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -2088252.125000 Penalty: 4650.340332 Iteration 39Q: 3 clusters Score -2088252 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -2088251.375000 Penalty: 4650.340332 Iteration 40F: 3 clusters Score -2088251 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -2088257.375000 Penalty: 4650.340332 Iteration 41Q: 3 clusters Score -2088257 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -2088257.625000 Penalty: 4650.340332 Iteration 42Q: 3 clusters Score -2088258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -2088256.000000 Penalty: 4650.340332 Iteration 43Q: 3 clusters Score -2088256 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -2088255.875000 Penalty: 4650.340332 Iteration 44Q: 3 clusters Score -2088256 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -2088257.875000 Penalty: 4650.340332 Iteration 45Q: 3 clusters Score -2088258 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -2088257.875000 Penalty: 4650.340332 Iteration 46F: 3 clusters Score -2088258 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14468 members Mstep: Class 4 contains 5486 members Mstep: Class 5 contains 8493 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 509 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 12301 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1523 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4852 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3289 members Mstep: Class 19 contains 8606 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4308 members Mstep: Class 23 contains 1267 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1303 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5557 members Mstep: Class 31 contains 294 members Mstep: Class 32 contains 6312 members Entering Unmasked Estep Score: -15648764.000000 Penalty: 90826.929688 Splitting cluster 4 changes total score from -15647892.000000 to -15648764.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 5 (8493 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Entering Unmasked Estep Score: -1522544.000000 Penalty: 2243.655518 Iteration 0F: 2 clusters Score -1522544 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1515826.250000 Penalty: 4487.311035 Iteration 0F: 3 clusters Score -1515826 nChanged 3463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1517672.000000 Penalty: 4487.311035 Iteration 1F: 3 clusters Score -1517672 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -1517944.000000 Penalty: 4487.311035 Iteration 2F: 3 clusters Score -1517944 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -1518137.750000 Penalty: 4487.311035 Iteration 3Q: 3 clusters Score -1518138 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1518287.250000 Penalty: 4487.311035 Iteration 4Q: 3 clusters Score -1518287 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -1518409.375000 Penalty: 4487.311035 Iteration 5Q: 3 clusters Score -1518409 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1518548.000000 Penalty: 4487.311035 Iteration 6Q: 3 clusters Score -1518548 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1518725.500000 Penalty: 4487.311035 Iteration 7Q: 3 clusters Score -1518726 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -1518940.875000 Penalty: 4487.311035 Iteration 8Q: 3 clusters Score -1518941 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -1519160.500000 Penalty: 4487.311035 Iteration 9Q: 3 clusters Score -1519160 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1519399.000000 Penalty: 4487.311035 Iteration 10Q: 3 clusters Score -1519399 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -1519610.375000 Penalty: 4487.311035 Iteration 11Q: 3 clusters Score -1519610 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -1519812.875000 Penalty: 4487.311035 Iteration 12Q: 3 clusters Score -1519813 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -1519984.625000 Penalty: 4487.311035 Iteration 13Q: 3 clusters Score -1519985 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -1520136.000000 Penalty: 4487.311035 Iteration 14Q: 3 clusters Score -1520136 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1520257.500000 Penalty: 4487.311035 Iteration 15Q: 3 clusters Score -1520258 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1520342.625000 Penalty: 4487.311035 Iteration 16Q: 3 clusters Score -1520343 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -1520423.875000 Penalty: 4487.311035 Iteration 17Q: 3 clusters Score -1520424 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -1520490.125000 Penalty: 4487.311035 Iteration 18Q: 3 clusters Score -1520490 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1520547.875000 Penalty: 4487.311035 Iteration 19Q: 3 clusters Score -1520548 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -1520604.875000 Penalty: 4487.311035 Iteration 20F: 3 clusters Score -1520605 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -1520646.875000 Penalty: 4487.311035 Iteration 21Q: 3 clusters Score -1520647 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -1520680.625000 Penalty: 4487.311035 Iteration 22Q: 3 clusters Score -1520681 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1520724.000000 Penalty: 4487.311035 Iteration 23Q: 3 clusters Score -1520724 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -1520755.000000 Penalty: 4487.311035 Iteration 24Q: 3 clusters Score -1520755 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1520788.250000 Penalty: 4487.311035 Iteration 25Q: 3 clusters Score -1520788 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1520809.500000 Penalty: 4487.311035 Iteration 26Q: 3 clusters Score -1520810 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1520834.125000 Penalty: 4487.311035 Iteration 27Q: 3 clusters Score -1520834 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1520858.125000 Penalty: 4487.311035 Iteration 28Q: 3 clusters Score -1520858 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -1520888.625000 Penalty: 4487.311035 Iteration 29Q: 3 clusters Score -1520889 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1520916.125000 Penalty: 4487.311035 Iteration 30Q: 3 clusters Score -1520916 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -1520944.500000 Penalty: 4487.311035 Iteration 31Q: 3 clusters Score -1520944 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1520958.875000 Penalty: 4487.311035 Iteration 32Q: 3 clusters Score -1520959 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1520976.875000 Penalty: 4487.311035 Iteration 33Q: 3 clusters Score -1520977 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1520984.375000 Penalty: 4487.311035 Iteration 34Q: 3 clusters Score -1520984 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -1520997.875000 Penalty: 4487.311035 Iteration 35Q: 3 clusters Score -1520998 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1521003.250000 Penalty: 4487.311035 Iteration 36Q: 3 clusters Score -1521003 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1521007.625000 Penalty: 4487.311035 Iteration 37Q: 3 clusters Score -1521008 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -1521012.875000 Penalty: 4487.311035 Iteration 38Q: 3 clusters Score -1521013 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1521021.750000 Penalty: 4487.311035 Iteration 39Q: 3 clusters Score -1521022 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -1521029.500000 Penalty: 4487.311035 Iteration 40F: 3 clusters Score -1521030 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1521034.625000 Penalty: 4487.311035 Iteration 41Q: 3 clusters Score -1521035 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1521045.875000 Penalty: 4487.311035 Iteration 42Q: 3 clusters Score -1521046 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -1521053.875000 Penalty: 4487.311035 Iteration 43Q: 3 clusters Score -1521054 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1521063.500000 Penalty: 4487.311035 Iteration 44Q: 3 clusters Score -1521064 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1521068.750000 Penalty: 4487.311035 Iteration 45Q: 3 clusters Score -1521069 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -1521078.250000 Penalty: 4487.311035 Iteration 46Q: 3 clusters Score -1521078 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -1521090.250000 Penalty: 4487.311035 Iteration 47Q: 3 clusters Score -1521090 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -1521097.500000 Penalty: 4487.311035 Iteration 48Q: 3 clusters Score -1521098 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1521108.500000 Penalty: 4487.311035 Iteration 49Q: 3 clusters Score -1521108 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -1521115.875000 Penalty: 4487.311035 Iteration 50Q: 3 clusters Score -1521116 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1521121.750000 Penalty: 4487.311035 Iteration 51Q: 3 clusters Score -1521122 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -1521128.250000 Penalty: 4487.311035 Iteration 52Q: 3 clusters Score -1521128 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -1521128.625000 Penalty: 4487.311035 Iteration 53Q: 3 clusters Score -1521129 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -1521133.125000 Penalty: 4487.311035 Iteration 54Q: 3 clusters Score -1521133 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -1521133.625000 Penalty: 4487.311035 Iteration 55Q: 3 clusters Score -1521134 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -1521141.000000 Penalty: 4487.311035 Iteration 56Q: 3 clusters Score -1521141 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -1521146.250000 Penalty: 4487.311035 Iteration 57Q: 3 clusters Score -1521146 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -1521150.500000 Penalty: 4487.311035 Iteration 58Q: 3 clusters Score -1521150 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -1521150.750000 Penalty: 4487.311035 Iteration 59Q: 3 clusters Score -1521151 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -1521156.875000 Penalty: 4487.311035 Iteration 60F: 3 clusters Score -1521157 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -1521156.875000 Penalty: 4487.311035 Iteration 61Q: 3 clusters Score -1521157 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -1521162.500000 Penalty: 4487.311035 Iteration 62Q: 3 clusters Score -1521162 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -1521168.625000 Penalty: 4487.311035 Iteration 63Q: 3 clusters Score -1521169 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -1521171.125000 Penalty: 4487.311035 Iteration 64Q: 3 clusters Score -1521171 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -1521174.250000 Penalty: 4487.311035 Iteration 65Q: 3 clusters Score -1521174 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -1521178.250000 Penalty: 4487.311035 Iteration 66Q: 3 clusters Score -1521178 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -1521173.875000 Penalty: 4487.311035 Iteration 67Q: 3 clusters Score -1521174 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1521176.375000 Penalty: 4487.311035 Iteration 68Q: 3 clusters Score -1521176 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -1521176.750000 Penalty: 4487.311035 Iteration 69Q: 3 clusters Score -1521177 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -1521181.125000 Penalty: 4487.311035 Iteration 70Q: 3 clusters Score -1521181 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1521180.875000 Penalty: 4487.311035 Iteration 71Q: 3 clusters Score -1521181 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -1521183.625000 Penalty: 4487.311035 Iteration 72Q: 3 clusters Score -1521184 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -1521184.625000 Penalty: 4487.311035 Iteration 73Q: 3 clusters Score -1521185 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1521188.250000 Penalty: 4487.311035 Iteration 74Q: 3 clusters Score -1521188 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1521186.750000 Penalty: 4487.311035 Iteration 75Q: 3 clusters Score -1521187 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1521186.000000 Penalty: 4487.311035 Iteration 76Q: 3 clusters Score -1521186 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1521186.250000 Penalty: 4487.311035 Iteration 77Q: 3 clusters Score -1521186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1521186.250000 Penalty: 4487.311035 Iteration 78F: 3 clusters Score -1521186 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Entering Unmasked Estep Score: -341550.843750 Penalty: 1891.147583 Iteration 0F: 2 clusters Score -341550.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -338886.875000 Penalty: 3782.295166 Iteration 0F: 3 clusters Score -338886.9 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -339418.406250 Penalty: 3782.295166 Iteration 1F: 3 clusters Score -339418.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -339581.093750 Penalty: 3782.295166 Iteration 2F: 3 clusters Score -339581.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -339693.968750 Penalty: 3782.295166 Iteration 3Q: 3 clusters Score -339694 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -339794.406250 Penalty: 3782.295166 Iteration 4Q: 3 clusters Score -339794.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -339903.281250 Penalty: 3782.295166 Iteration 5Q: 3 clusters Score -339903.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -340007.437500 Penalty: 3782.295166 Iteration 6Q: 3 clusters Score -340007.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -340083.343750 Penalty: 3782.295166 Iteration 7Q: 3 clusters Score -340083.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -340135.187500 Penalty: 3782.295166 Iteration 8Q: 3 clusters Score -340135.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -340180.187500 Penalty: 3782.295166 Iteration 9Q: 3 clusters Score -340180.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -340227.125000 Penalty: 3782.295166 Iteration 10Q: 3 clusters Score -340227.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -340285.593750 Penalty: 3782.295166 Iteration 11Q: 3 clusters Score -340285.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -340349.937500 Penalty: 3782.295166 Iteration 12Q: 3 clusters Score -340349.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -340412.968750 Penalty: 3782.295166 Iteration 13Q: 3 clusters Score -340413 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -340469.343750 Penalty: 3782.295166 Iteration 14Q: 3 clusters Score -340469.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -340519.781250 Penalty: 3782.295166 Iteration 15Q: 3 clusters Score -340519.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -340565.031250 Penalty: 3782.295166 Iteration 16Q: 3 clusters Score -340565 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -340584.062500 Penalty: 3782.295166 Iteration 17Q: 3 clusters Score -340584.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -340601.656250 Penalty: 3782.295166 Iteration 18Q: 3 clusters Score -340601.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -340612.031250 Penalty: 3782.295166 Iteration 19Q: 3 clusters Score -340612 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -340619.843750 Penalty: 3782.295166 Iteration 20F: 3 clusters Score -340619.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -340626.093750 Penalty: 3782.295166 Iteration 21Q: 3 clusters Score -340626.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -340637.843750 Penalty: 3782.295166 Iteration 22Q: 3 clusters Score -340637.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -340646.125000 Penalty: 3782.295166 Iteration 23Q: 3 clusters Score -340646.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -340651.781250 Penalty: 3782.295166 Iteration 24Q: 3 clusters Score -340651.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -340655.781250 Penalty: 3782.295166 Iteration 25Q: 3 clusters Score -340655.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -340660.968750 Penalty: 3782.295166 Iteration 26Q: 3 clusters Score -340661 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -340665.437500 Penalty: 3782.295166 Iteration 27Q: 3 clusters Score -340665.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -340667.812500 Penalty: 3782.295166 Iteration 28Q: 3 clusters Score -340667.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -340669.375000 Penalty: 3782.295166 Iteration 29Q: 3 clusters Score -340669.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -340672.093750 Penalty: 3782.295166 Iteration 30Q: 3 clusters Score -340672.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -340672.281250 Penalty: 3782.295166 Iteration 31Q: 3 clusters Score -340672.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -340673.250000 Penalty: 3782.295166 Iteration 32Q: 3 clusters Score -340673.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -340673.250000 Penalty: 3782.295166 Iteration 33F: 3 clusters Score -340673.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Entering Unmasked Estep Score: -79085.234375 Penalty: 1545.647095 Iteration 0F: 2 clusters Score -79085.23 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 243 members Entering Unmasked Estep Score: -77585.226562 Penalty: 3091.294189 Iteration 0F: 3 clusters Score -77585.23 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -77771.789062 Penalty: 3091.294189 Iteration 1F: 3 clusters Score -77771.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -77828.406250 Penalty: 3091.294189 Iteration 2Q: 3 clusters Score -77828.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -77871.921875 Penalty: 3091.294189 Iteration 3Q: 3 clusters Score -77871.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77899.414062 Penalty: 3091.294189 Iteration 4Q: 3 clusters Score -77899.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77908.585938 Penalty: 3091.294189 Iteration 5Q: 3 clusters Score -77908.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77920.585938 Penalty: 3091.294189 Iteration 6Q: 3 clusters Score -77920.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -77926.382812 Penalty: 3091.294189 Iteration 7Q: 3 clusters Score -77926.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77928.289062 Penalty: 3091.294189 Iteration 8Q: 3 clusters Score -77928.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -77932.359375 Penalty: 3091.294189 Iteration 9Q: 3 clusters Score -77932.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -77932.359375 Penalty: 3091.294189 Iteration 10F: 3 clusters Score -77932.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Entering Unmasked Estep Score: -27893.724609 Penalty: 1348.643677 Iteration 0F: 2 clusters Score -27893.72 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 120 members Entering Unmasked Estep Score: -26793.144531 Penalty: 2697.287354 Iteration 0F: 3 clusters Score -26793.14 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -26915.556641 Penalty: 2697.287354 Iteration 1F: 3 clusters Score -26915.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -26949.380859 Penalty: 2697.287354 Iteration 2Q: 3 clusters Score -26949.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -26952.722656 Penalty: 2697.287354 Iteration 3Q: 3 clusters Score -26952.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -26955.390625 Penalty: 2697.287354 Iteration 4Q: 3 clusters Score -26955.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -26955.390625 Penalty: 2697.287354 Iteration 5F: 3 clusters Score -26955.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (12301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12301 members Entering Unmasked Estep Score: -2159653.250000 Penalty: 2335.523926 Iteration 0F: 2 clusters Score -2159653 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -2150571.500000 Penalty: 4671.047852 Iteration 0F: 3 clusters Score -2150572 nChanged 5191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -2153332.750000 Penalty: 4671.047852 Iteration 1F: 3 clusters Score -2153333 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -2153869.750000 Penalty: 4671.047852 Iteration 2F: 3 clusters Score -2153870 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -2154432.750000 Penalty: 4671.047852 Iteration 3F: 3 clusters Score -2154433 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -2155124.250000 Penalty: 4671.047852 Iteration 4F: 3 clusters Score -2155124 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -2155983.750000 Penalty: 4671.047852 Iteration 5F: 3 clusters Score -2155984 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -2156926.250000 Penalty: 4671.047852 Iteration 6F: 3 clusters Score -2156926 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -2157772.000000 Penalty: 4671.047852 Iteration 7F: 3 clusters Score -2157772 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -2158379.500000 Penalty: 4671.047852 Iteration 8F: 3 clusters Score -2158380 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -2158780.250000 Penalty: 4671.047852 Iteration 9Q: 3 clusters Score -2158780 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -2159100.000000 Penalty: 4671.047852 Iteration 10Q: 3 clusters Score -2159100 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -2159414.000000 Penalty: 4671.047852 Iteration 11Q: 3 clusters Score -2159414 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -2159646.750000 Penalty: 4671.047852 Iteration 12Q: 3 clusters Score -2159647 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -2159817.250000 Penalty: 4671.047852 Iteration 13Q: 3 clusters Score -2159817 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -2159926.250000 Penalty: 4671.047852 Iteration 14Q: 3 clusters Score -2159926 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -2159998.000000 Penalty: 4671.047852 Iteration 15Q: 3 clusters Score -2159998 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -2160044.250000 Penalty: 4671.047852 Iteration 16Q: 3 clusters Score -2160044 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -2160070.500000 Penalty: 4671.047852 Iteration 17Q: 3 clusters Score -2160070 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -2160093.250000 Penalty: 4671.047852 Iteration 18Q: 3 clusters Score -2160093 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -2160108.250000 Penalty: 4671.047852 Iteration 19Q: 3 clusters Score -2160108 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -2160118.750000 Penalty: 4671.047852 Iteration 20F: 3 clusters Score -2160119 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -2160126.750000 Penalty: 4671.047852 Iteration 21Q: 3 clusters Score -2160127 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -2160131.000000 Penalty: 4671.047852 Iteration 22Q: 3 clusters Score -2160131 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -2160132.250000 Penalty: 4671.047852 Iteration 23Q: 3 clusters Score -2160132 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -2160134.750000 Penalty: 4671.047852 Iteration 24Q: 3 clusters Score -2160135 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -2160140.500000 Penalty: 4671.047852 Iteration 25Q: 3 clusters Score -2160140 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -2160139.000000 Penalty: 4671.047852 Iteration 26Q: 3 clusters Score -2160139 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -2160146.750000 Penalty: 4671.047852 Iteration 27Q: 3 clusters Score -2160147 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -2160146.250000 Penalty: 4671.047852 Iteration 28Q: 3 clusters Score -2160146 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -2160149.500000 Penalty: 4671.047852 Iteration 29Q: 3 clusters Score -2160150 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -2160148.500000 Penalty: 4671.047852 Iteration 30Q: 3 clusters Score -2160148 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -2160149.500000 Penalty: 4671.047852 Iteration 31Q: 3 clusters Score -2160150 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -2160145.500000 Penalty: 4671.047852 Iteration 32Q: 3 clusters Score -2160146 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -2160148.500000 Penalty: 4671.047852 Iteration 33Q: 3 clusters Score -2160148 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -2160151.750000 Penalty: 4671.047852 Iteration 34Q: 3 clusters Score -2160152 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -2160149.000000 Penalty: 4671.047852 Iteration 35Q: 3 clusters Score -2160149 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -2160148.750000 Penalty: 4671.047852 Iteration 36Q: 3 clusters Score -2160149 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -2160150.250000 Penalty: 4671.047852 Iteration 37Q: 3 clusters Score -2160150 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -2160150.250000 Penalty: 4671.047852 Iteration 38F: 3 clusters Score -2160150 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14468 members Mstep: Class 4 contains 5486 members Mstep: Class 5 contains 8493 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 509 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 6224 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1523 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4852 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3289 members Mstep: Class 19 contains 8606 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4308 members Mstep: Class 23 contains 1267 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1303 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5557 members Mstep: Class 31 contains 294 members Mstep: Class 32 contains 6312 members Mstep: Class 33 contains 6077 members Entering Unmasked Estep Score: -15648756.000000 Penalty: 93665.265625 Splitting cluster 9 changes total score from -15647892.000000 to -15648756.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 10 (1299 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Entering Unmasked Estep Score: -201089.125000 Penalty: 1777.998779 Iteration 0F: 2 clusters Score -201089.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -198986.968750 Penalty: 3555.997559 Iteration 0F: 3 clusters Score -198987 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -199548.625000 Penalty: 3555.997559 Iteration 1F: 3 clusters Score -199548.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -199929.453125 Penalty: 3555.997559 Iteration 2F: 3 clusters Score -199929.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -200274.109375 Penalty: 3555.997559 Iteration 3F: 3 clusters Score -200274.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -200605.859375 Penalty: 3555.997559 Iteration 4F: 3 clusters Score -200605.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -200876.984375 Penalty: 3555.997559 Iteration 5F: 3 clusters Score -200877 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -201034.062500 Penalty: 3555.997559 Iteration 6Q: 3 clusters Score -201034.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -201113.328125 Penalty: 3555.997559 Iteration 7Q: 3 clusters Score -201113.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -201161.578125 Penalty: 3555.997559 Iteration 8Q: 3 clusters Score -201161.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -201198.031250 Penalty: 3555.997559 Iteration 9Q: 3 clusters Score -201198 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -201212.828125 Penalty: 3555.997559 Iteration 10Q: 3 clusters Score -201212.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -201215.125000 Penalty: 3555.997559 Iteration 11Q: 3 clusters Score -201215.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -201217.031250 Penalty: 3555.997559 Iteration 12Q: 3 clusters Score -201217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -201218.078125 Penalty: 3555.997559 Iteration 13Q: 3 clusters Score -201218.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -201221.000000 Penalty: 3555.997559 Iteration 14Q: 3 clusters Score -201221 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -201222.265625 Penalty: 3555.997559 Iteration 15Q: 3 clusters Score -201222.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -201227.484375 Penalty: 3555.997559 Iteration 16Q: 3 clusters Score -201227.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -201231.421875 Penalty: 3555.997559 Iteration 17Q: 3 clusters Score -201231.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -201239.171875 Penalty: 3555.997559 Iteration 18Q: 3 clusters Score -201239.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -201245.421875 Penalty: 3555.997559 Iteration 19Q: 3 clusters Score -201245.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -201249.046875 Penalty: 3555.997559 Iteration 20F: 3 clusters Score -201249 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -201249.703125 Penalty: 3555.997559 Iteration 21Q: 3 clusters Score -201249.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -201249.703125 Penalty: 3555.997559 Iteration 22F: 3 clusters Score -201249.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14468 members Mstep: Class 4 contains 5486 members Mstep: Class 5 contains 8493 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 509 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 6224 members Mstep: Class 10 contains 972 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1523 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4852 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3289 members Mstep: Class 19 contains 8606 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 437 members Mstep: Class 22 contains 4308 members Mstep: Class 23 contains 1267 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1303 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5557 members Mstep: Class 31 contains 294 members Mstep: Class 32 contains 6312 members Mstep: Class 33 contains 6077 members Mstep: Class 34 contains 327 members Entering Unmasked Estep Score: -15647866.000000 Penalty: 96503.609375 Splitting cluster 10 changes total score from -15647892.000000 to -15647866.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Entering Unmasked Estep Score: -47322.945312 Penalty: 1398.312012 Iteration 0F: 2 clusters Score -47322.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -46253.484375 Penalty: 2796.624023 Iteration 0F: 3 clusters Score -46253.48 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -46499.574219 Penalty: 2796.624023 Iteration 1F: 3 clusters Score -46499.57 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -46607.101562 Penalty: 2796.624023 Iteration 2F: 3 clusters Score -46607.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -46691.171875 Penalty: 2796.624023 Iteration 3Q: 3 clusters Score -46691.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -46727.289062 Penalty: 2796.624023 Iteration 4Q: 3 clusters Score -46727.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -46759.929688 Penalty: 2796.624023 Iteration 5Q: 3 clusters Score -46759.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -46780.636719 Penalty: 2796.624023 Iteration 6Q: 3 clusters Score -46780.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -46780.636719 Penalty: 2796.624023 Iteration 7F: 3 clusters Score -46780.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Entering Unmasked Estep Score: -253775.281250 Penalty: 1817.452515 Iteration 0F: 2 clusters Score -253775.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -251579.921875 Penalty: 3634.905029 Iteration 0F: 3 clusters Score -251579.9 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -252245.656250 Penalty: 3634.905029 Iteration 1F: 3 clusters Score -252245.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -252524.515625 Penalty: 3634.905029 Iteration 2F: 3 clusters Score -252524.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -252647.515625 Penalty: 3634.905029 Iteration 3F: 3 clusters Score -252647.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -252705.937500 Penalty: 3634.905029 Iteration 4Q: 3 clusters Score -252705.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -252753.687500 Penalty: 3634.905029 Iteration 5Q: 3 clusters Score -252753.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -252794.234375 Penalty: 3634.905029 Iteration 6Q: 3 clusters Score -252794.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -252820.812500 Penalty: 3634.905029 Iteration 7Q: 3 clusters Score -252820.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -252856.625000 Penalty: 3634.905029 Iteration 8Q: 3 clusters Score -252856.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -252892.390625 Penalty: 3634.905029 Iteration 9Q: 3 clusters Score -252892.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -252914.953125 Penalty: 3634.905029 Iteration 10Q: 3 clusters Score -252915 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -252940.125000 Penalty: 3634.905029 Iteration 11Q: 3 clusters Score -252940.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -252961.265625 Penalty: 3634.905029 Iteration 12Q: 3 clusters Score -252961.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -252978.625000 Penalty: 3634.905029 Iteration 13Q: 3 clusters Score -252978.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -252993.234375 Penalty: 3634.905029 Iteration 14Q: 3 clusters Score -252993.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -253004.593750 Penalty: 3634.905029 Iteration 15Q: 3 clusters Score -253004.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -253016.453125 Penalty: 3634.905029 Iteration 16Q: 3 clusters Score -253016.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -253022.625000 Penalty: 3634.905029 Iteration 17Q: 3 clusters Score -253022.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -253026.562500 Penalty: 3634.905029 Iteration 18Q: 3 clusters Score -253026.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -253026.562500 Penalty: 3634.905029 Iteration 19F: 3 clusters Score -253026.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Entering Unmasked Estep Score: -105397.757812 Penalty: 1599.324585 Iteration 0F: 2 clusters Score -105397.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -103838.304688 Penalty: 3198.649170 Iteration 0F: 3 clusters Score -103838.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -104147.859375 Penalty: 3198.649170 Iteration 1F: 3 clusters Score -104147.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -104335.375000 Penalty: 3198.649170 Iteration 2F: 3 clusters Score -104335.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -104489.703125 Penalty: 3198.649170 Iteration 3F: 3 clusters Score -104489.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -104625.507812 Penalty: 3198.649170 Iteration 4F: 3 clusters Score -104625.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -104764.593750 Penalty: 3198.649170 Iteration 5Q: 3 clusters Score -104764.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -104834.851562 Penalty: 3198.649170 Iteration 6Q: 3 clusters Score -104834.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -104877.617188 Penalty: 3198.649170 Iteration 7Q: 3 clusters Score -104877.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -104910.140625 Penalty: 3198.649170 Iteration 8Q: 3 clusters Score -104910.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -104924.789062 Penalty: 3198.649170 Iteration 9Q: 3 clusters Score -104924.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -104926.203125 Penalty: 3198.649170 Iteration 10Q: 3 clusters Score -104926.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -104932.695312 Penalty: 3198.649170 Iteration 11Q: 3 clusters Score -104932.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -104932.695312 Penalty: 3198.649170 Iteration 12F: 3 clusters Score -104932.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (700 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Entering Unmasked Estep Score: -113582.132812 Penalty: 1624.667847 Iteration 0F: 2 clusters Score -113582.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -111946.617188 Penalty: 3249.335693 Iteration 0F: 3 clusters Score -111946.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -112178.078125 Penalty: 3249.335693 Iteration 1F: 3 clusters Score -112178.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -112262.757812 Penalty: 3249.335693 Iteration 2F: 3 clusters Score -112262.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -112347.812500 Penalty: 3249.335693 Iteration 3Q: 3 clusters Score -112347.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -112410.625000 Penalty: 3249.335693 Iteration 4Q: 3 clusters Score -112410.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -112476.460938 Penalty: 3249.335693 Iteration 5Q: 3 clusters Score -112476.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -112592.960938 Penalty: 3249.335693 Iteration 6Q: 3 clusters Score -112593 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -112737.789062 Penalty: 3249.335693 Iteration 7Q: 3 clusters Score -112737.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -112857.796875 Penalty: 3249.335693 Iteration 8Q: 3 clusters Score -112857.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -112962.343750 Penalty: 3249.335693 Iteration 9F: 3 clusters Score -112962.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -113028.875000 Penalty: 3249.335693 Iteration 10Q: 3 clusters Score -113028.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -113083.835938 Penalty: 3249.335693 Iteration 11Q: 3 clusters Score -113083.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -113120.718750 Penalty: 3249.335693 Iteration 12Q: 3 clusters Score -113120.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -113138.390625 Penalty: 3249.335693 Iteration 13Q: 3 clusters Score -113138.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -113150.437500 Penalty: 3249.335693 Iteration 14Q: 3 clusters Score -113150.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -113166.546875 Penalty: 3249.335693 Iteration 15Q: 3 clusters Score -113166.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -113167.671875 Penalty: 3249.335693 Iteration 16Q: 3 clusters Score -113167.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -113169.312500 Penalty: 3249.335693 Iteration 17Q: 3 clusters Score -113169.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -113172.859375 Penalty: 3249.335693 Iteration 18Q: 3 clusters Score -113172.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -113174.101562 Penalty: 3249.335693 Iteration 19Q: 3 clusters Score -113174.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -113175.164062 Penalty: 3249.335693 Iteration 20F: 3 clusters Score -113175.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Entering Unmasked Estep Score: -829360.375000 Penalty: 2104.812256 Iteration 0F: 2 clusters Score -829360.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -824992.750000 Penalty: 4209.624512 Iteration 0F: 3 clusters Score -824992.8 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -826157.500000 Penalty: 4209.624512 Iteration 1F: 3 clusters Score -826157.5 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -826489.437500 Penalty: 4209.624512 Iteration 2F: 3 clusters Score -826489.4 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -826788.500000 Penalty: 4209.624512 Iteration 3F: 3 clusters Score -826788.5 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -827079.187500 Penalty: 4209.624512 Iteration 4F: 3 clusters Score -827079.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -827322.375000 Penalty: 4209.624512 Iteration 5F: 3 clusters Score -827322.4 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -827513.687500 Penalty: 4209.624512 Iteration 6Q: 3 clusters Score -827513.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -827630.500000 Penalty: 4209.624512 Iteration 7Q: 3 clusters Score -827630.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -827723.750000 Penalty: 4209.624512 Iteration 8Q: 3 clusters Score -827723.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -827788.125000 Penalty: 4209.624512 Iteration 9Q: 3 clusters Score -827788.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -827844.437500 Penalty: 4209.624512 Iteration 10Q: 3 clusters Score -827844.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -827885.562500 Penalty: 4209.624512 Iteration 11Q: 3 clusters Score -827885.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -827928.187500 Penalty: 4209.624512 Iteration 12Q: 3 clusters Score -827928.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -827958.000000 Penalty: 4209.624512 Iteration 13Q: 3 clusters Score -827958 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -827988.625000 Penalty: 4209.624512 Iteration 14Q: 3 clusters Score -827988.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -828009.625000 Penalty: 4209.624512 Iteration 15Q: 3 clusters Score -828009.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -828024.250000 Penalty: 4209.624512 Iteration 16Q: 3 clusters Score -828024.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -828039.500000 Penalty: 4209.624512 Iteration 17Q: 3 clusters Score -828039.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -828045.500000 Penalty: 4209.624512 Iteration 18Q: 3 clusters Score -828045.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -828054.250000 Penalty: 4209.624512 Iteration 19Q: 3 clusters Score -828054.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -828062.187500 Penalty: 4209.624512 Iteration 20F: 3 clusters Score -828062.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -828072.187500 Penalty: 4209.624512 Iteration 21Q: 3 clusters Score -828072.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -828081.562500 Penalty: 4209.624512 Iteration 22Q: 3 clusters Score -828081.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -828084.375000 Penalty: 4209.624512 Iteration 23Q: 3 clusters Score -828084.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -828089.625000 Penalty: 4209.624512 Iteration 24Q: 3 clusters Score -828089.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -828097.437500 Penalty: 4209.624512 Iteration 25Q: 3 clusters Score -828097.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -828105.437500 Penalty: 4209.624512 Iteration 26Q: 3 clusters Score -828105.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -828109.750000 Penalty: 4209.624512 Iteration 27Q: 3 clusters Score -828109.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -828112.625000 Penalty: 4209.624512 Iteration 28Q: 3 clusters Score -828112.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -828115.125000 Penalty: 4209.624512 Iteration 29Q: 3 clusters Score -828115.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -828120.500000 Penalty: 4209.624512 Iteration 30Q: 3 clusters Score -828120.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -828125.187500 Penalty: 4209.624512 Iteration 31Q: 3 clusters Score -828125.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -828131.750000 Penalty: 4209.624512 Iteration 32Q: 3 clusters Score -828131.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -828137.625000 Penalty: 4209.624512 Iteration 33Q: 3 clusters Score -828137.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -828144.250000 Penalty: 4209.624512 Iteration 34Q: 3 clusters Score -828144.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -828145.875000 Penalty: 4209.624512 Iteration 35Q: 3 clusters Score -828145.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -828146.812500 Penalty: 4209.624512 Iteration 36Q: 3 clusters Score -828146.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -828150.875000 Penalty: 4209.624512 Iteration 37Q: 3 clusters Score -828150.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -828152.562500 Penalty: 4209.624512 Iteration 38Q: 3 clusters Score -828152.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -828151.875000 Penalty: 4209.624512 Iteration 39Q: 3 clusters Score -828151.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -828154.750000 Penalty: 4209.624512 Iteration 40F: 3 clusters Score -828154.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -828156.375000 Penalty: 4209.624512 Iteration 41Q: 3 clusters Score -828156.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -828157.562500 Penalty: 4209.624512 Iteration 42Q: 3 clusters Score -828157.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -828157.375000 Penalty: 4209.624512 Iteration 43Q: 3 clusters Score -828157.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -828159.000000 Penalty: 4209.624512 Iteration 44Q: 3 clusters Score -828159 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -828159.125000 Penalty: 4209.624512 Iteration 45Q: 3 clusters Score -828159.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -828160.312500 Penalty: 4209.624512 Iteration 46Q: 3 clusters Score -828160.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -828160.750000 Penalty: 4209.624512 Iteration 47Q: 3 clusters Score -828160.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -828160.937500 Penalty: 4209.624512 Iteration 48Q: 3 clusters Score -828160.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -828161.250000 Penalty: 4209.624512 Iteration 49Q: 3 clusters Score -828161.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -828161.250000 Penalty: 4209.624512 Iteration 50F: 3 clusters Score -828161.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Entering Unmasked Estep Score: -372715.312500 Penalty: 1912.796997 Iteration 0F: 2 clusters Score -372715.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -369958.062500 Penalty: 3825.593994 Iteration 0F: 3 clusters Score -369958.1 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -370538.468750 Penalty: 3825.593994 Iteration 1F: 3 clusters Score -370538.5 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -370864.593750 Penalty: 3825.593994 Iteration 2F: 3 clusters Score -370864.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -371257.437500 Penalty: 3825.593994 Iteration 3F: 3 clusters Score -371257.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -371635.500000 Penalty: 3825.593994 Iteration 4F: 3 clusters Score -371635.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -371966.000000 Penalty: 3825.593994 Iteration 5F: 3 clusters Score -371966 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -372176.812500 Penalty: 3825.593994 Iteration 6F: 3 clusters Score -372176.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -372319.406250 Penalty: 3825.593994 Iteration 7Q: 3 clusters Score -372319.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -372440.906250 Penalty: 3825.593994 Iteration 8Q: 3 clusters Score -372440.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -372530.437500 Penalty: 3825.593994 Iteration 9Q: 3 clusters Score -372530.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -372562.843750 Penalty: 3825.593994 Iteration 10Q: 3 clusters Score -372562.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -372582.906250 Penalty: 3825.593994 Iteration 11Q: 3 clusters Score -372582.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -372591.562500 Penalty: 3825.593994 Iteration 12Q: 3 clusters Score -372591.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -372593.843750 Penalty: 3825.593994 Iteration 13Q: 3 clusters Score -372593.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -372597.312500 Penalty: 3825.593994 Iteration 14Q: 3 clusters Score -372597.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -372598.218750 Penalty: 3825.593994 Iteration 15Q: 3 clusters Score -372598.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -372599.375000 Penalty: 3825.593994 Iteration 16Q: 3 clusters Score -372599.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -372600.156250 Penalty: 3825.593994 Iteration 17Q: 3 clusters Score -372600.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -372601.343750 Penalty: 3825.593994 Iteration 18Q: 3 clusters Score -372601.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -372601.343750 Penalty: 3825.593994 Iteration 19F: 3 clusters Score -372601.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -27982.960938 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -27982.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -26800.900391 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -26800.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -27070.542969 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -27070.54 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -27170.623047 Penalty: 2880.838867 Iteration 2F: 3 clusters Score -27170.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -27196.273438 Penalty: 2880.838867 Iteration 3Q: 3 clusters Score -27196.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -27204.244141 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -27204.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -27214.669922 Penalty: 2880.838867 Iteration 5Q: 3 clusters Score -27214.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -27219.664062 Penalty: 2880.838867 Iteration 6Q: 3 clusters Score -27219.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -27219.664062 Penalty: 2880.838867 Iteration 7F: 3 clusters Score -27219.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Entering Unmasked Estep Score: -534012.062500 Penalty: 2008.388062 Iteration 0F: 2 clusters Score -534012.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -530648.500000 Penalty: 4016.776123 Iteration 0F: 3 clusters Score -530648.5 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -531749.437500 Penalty: 4016.776123 Iteration 1F: 3 clusters Score -531749.4 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -532304.312500 Penalty: 4016.776123 Iteration 2F: 3 clusters Score -532304.3 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -532749.250000 Penalty: 4016.776123 Iteration 3F: 3 clusters Score -532749.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -533045.750000 Penalty: 4016.776123 Iteration 4F: 3 clusters Score -533045.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -533257.875000 Penalty: 4016.776123 Iteration 5F: 3 clusters Score -533257.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -533404.875000 Penalty: 4016.776123 Iteration 6Q: 3 clusters Score -533404.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -533493.812500 Penalty: 4016.776123 Iteration 7Q: 3 clusters Score -533493.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -533545.000000 Penalty: 4016.776123 Iteration 8Q: 3 clusters Score -533545 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -533577.812500 Penalty: 4016.776123 Iteration 9Q: 3 clusters Score -533577.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -533594.875000 Penalty: 4016.776123 Iteration 10Q: 3 clusters Score -533594.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -533607.375000 Penalty: 4016.776123 Iteration 11Q: 3 clusters Score -533607.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -533611.687500 Penalty: 4016.776123 Iteration 12Q: 3 clusters Score -533611.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -533614.750000 Penalty: 4016.776123 Iteration 13Q: 3 clusters Score -533614.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -533617.187500 Penalty: 4016.776123 Iteration 14Q: 3 clusters Score -533617.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -533617.500000 Penalty: 4016.776123 Iteration 15Q: 3 clusters Score -533617.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -533618.187500 Penalty: 4016.776123 Iteration 16Q: 3 clusters Score -533618.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -533618.187500 Penalty: 4016.776123 Iteration 17F: 3 clusters Score -533618.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8606 members Entering Unmasked Estep Score: -1483593.375000 Penalty: 2246.933350 Iteration 0F: 2 clusters Score -1483593 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1476756.125000 Penalty: 4493.866699 Iteration 0F: 3 clusters Score -1476756 nChanged 3550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -1478875.625000 Penalty: 4493.866699 Iteration 1F: 3 clusters Score -1478876 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1479459.250000 Penalty: 4493.866699 Iteration 2F: 3 clusters Score -1479459 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -1480157.625000 Penalty: 4493.866699 Iteration 3F: 3 clusters Score -1480158 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -1480806.500000 Penalty: 4493.866699 Iteration 4F: 3 clusters Score -1480806 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -1481413.750000 Penalty: 4493.866699 Iteration 5F: 3 clusters Score -1481414 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1481869.500000 Penalty: 4493.866699 Iteration 6F: 3 clusters Score -1481870 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -1482199.500000 Penalty: 4493.866699 Iteration 7Q: 3 clusters Score -1482200 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -1482435.125000 Penalty: 4493.866699 Iteration 8Q: 3 clusters Score -1482435 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1482627.750000 Penalty: 4493.866699 Iteration 9Q: 3 clusters Score -1482628 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -1482794.000000 Penalty: 4493.866699 Iteration 10Q: 3 clusters Score -1482794 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -1482932.625000 Penalty: 4493.866699 Iteration 11Q: 3 clusters Score -1482933 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -1483049.750000 Penalty: 4493.866699 Iteration 12Q: 3 clusters Score -1483050 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1483137.750000 Penalty: 4493.866699 Iteration 13Q: 3 clusters Score -1483138 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -1483224.375000 Penalty: 4493.866699 Iteration 14Q: 3 clusters Score -1483224 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -1483290.000000 Penalty: 4493.866699 Iteration 15Q: 3 clusters Score -1483290 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -1483334.000000 Penalty: 4493.866699 Iteration 16Q: 3 clusters Score -1483334 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -1483379.625000 Penalty: 4493.866699 Iteration 17Q: 3 clusters Score -1483380 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -1483418.875000 Penalty: 4493.866699 Iteration 18Q: 3 clusters Score -1483419 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -1483449.125000 Penalty: 4493.866699 Iteration 19Q: 3 clusters Score -1483449 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -1483475.375000 Penalty: 4493.866699 Iteration 20F: 3 clusters Score -1483475 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -1483491.625000 Penalty: 4493.866699 Iteration 21Q: 3 clusters Score -1483492 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1483500.500000 Penalty: 4493.866699 Iteration 22Q: 3 clusters Score -1483500 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -1483514.750000 Penalty: 4493.866699 Iteration 23Q: 3 clusters Score -1483515 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -1483517.500000 Penalty: 4493.866699 Iteration 24Q: 3 clusters Score -1483518 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -1483524.125000 Penalty: 4493.866699 Iteration 25Q: 3 clusters Score -1483524 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -1483526.250000 Penalty: 4493.866699 Iteration 26Q: 3 clusters Score -1483526 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -1483530.125000 Penalty: 4493.866699 Iteration 27Q: 3 clusters Score -1483530 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -1483531.000000 Penalty: 4493.866699 Iteration 28Q: 3 clusters Score -1483531 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -1483533.125000 Penalty: 4493.866699 Iteration 29Q: 3 clusters Score -1483533 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -1483535.750000 Penalty: 4493.866699 Iteration 30Q: 3 clusters Score -1483536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -1483537.250000 Penalty: 4493.866699 Iteration 31Q: 3 clusters Score -1483537 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1483540.250000 Penalty: 4493.866699 Iteration 32Q: 3 clusters Score -1483540 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1483539.500000 Penalty: 4493.866699 Iteration 33Q: 3 clusters Score -1483540 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1483544.000000 Penalty: 4493.866699 Iteration 34Q: 3 clusters Score -1483544 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -1483548.625000 Penalty: 4493.866699 Iteration 35Q: 3 clusters Score -1483549 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -1483545.875000 Penalty: 4493.866699 Iteration 36Q: 3 clusters Score -1483546 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -1483545.875000 Penalty: 4493.866699 Iteration 37F: 3 clusters Score -1483546 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Entering Unmasked Estep Score: -18418.798828 Penalty: 1302.563843 Iteration 0F: 2 clusters Score -18418.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -17481.878906 Penalty: 2605.127686 Iteration 0F: 3 clusters Score -17481.88 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -17576.841797 Penalty: 2605.127686 Iteration 1F: 3 clusters Score -17576.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -17584.748047 Penalty: 2605.127686 Iteration 2Q: 3 clusters Score -17584.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -17592.380859 Penalty: 2605.127686 Iteration 3Q: 3 clusters Score -17592.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -17595.292969 Penalty: 2605.127686 Iteration 4Q: 3 clusters Score -17595.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -17597.892578 Penalty: 2605.127686 Iteration 5Q: 3 clusters Score -17597.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -17597.892578 Penalty: 2605.127686 Iteration 6F: 3 clusters Score -17597.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Entering Unmasked Estep Score: -57511.304688 Penalty: 1507.823486 Iteration 0F: 2 clusters Score -57511.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -56124.281250 Penalty: 3015.646973 Iteration 0F: 3 clusters Score -56124.28 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -56558.152344 Penalty: 3015.646973 Iteration 1F: 3 clusters Score -56558.15 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -56905.238281 Penalty: 3015.646973 Iteration 2F: 3 clusters Score -56905.24 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -57175.722656 Penalty: 3015.646973 Iteration 3F: 3 clusters Score -57175.72 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -57505.421875 Penalty: 3015.646973 Iteration 4F: 3 clusters Score -57505.42 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -58011.406250 Penalty: 3015.646973 Iteration 5F: 3 clusters Score -58011.41 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -58264.734375 Penalty: 3015.646973 Iteration 6F: 3 clusters Score -58264.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -58397.992188 Penalty: 3015.646973 Iteration 7Q: 3 clusters Score -58397.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -58402.328125 Penalty: 3015.646973 Iteration 8Q: 3 clusters Score -58402.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -58402.328125 Penalty: 3015.646973 Iteration 9F: 3 clusters Score -58402.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14468 members Mstep: Class 4 contains 5486 members Mstep: Class 5 contains 8493 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 509 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 6224 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1523 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4852 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3289 members Mstep: Class 19 contains 8606 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 214 members Mstep: Class 22 contains 4308 members Mstep: Class 23 contains 1267 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1303 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5557 members Mstep: Class 31 contains 294 members Mstep: Class 32 contains 6312 members Mstep: Class 33 contains 6077 members Mstep: Class 34 contains 223 members Entering Unmasked Estep Score: -15648312.000000 Penalty: 96503.609375 Splitting cluster 21 changes total score from -15647892.000000 to -15648312.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 22 (4308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Entering Unmasked Estep Score: -752650.312500 Penalty: 2075.320801 Iteration 0F: 2 clusters Score -752650.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -748584.062500 Penalty: 4150.641602 Iteration 0F: 3 clusters Score -748584.1 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -749682.812500 Penalty: 4150.641602 Iteration 1F: 3 clusters Score -749682.8 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -750085.750000 Penalty: 4150.641602 Iteration 2F: 3 clusters Score -750085.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -750461.062500 Penalty: 4150.641602 Iteration 3F: 3 clusters Score -750461.1 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -750769.062500 Penalty: 4150.641602 Iteration 4F: 3 clusters Score -750769.1 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -751059.125000 Penalty: 4150.641602 Iteration 5F: 3 clusters Score -751059.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -751338.625000 Penalty: 4150.641602 Iteration 6Q: 3 clusters Score -751338.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -751623.312500 Penalty: 4150.641602 Iteration 7Q: 3 clusters Score -751623.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -751839.750000 Penalty: 4150.641602 Iteration 8Q: 3 clusters Score -751839.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -752013.687500 Penalty: 4150.641602 Iteration 9Q: 3 clusters Score -752013.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -752170.750000 Penalty: 4150.641602 Iteration 10Q: 3 clusters Score -752170.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -752391.062500 Penalty: 4150.641602 Iteration 11Q: 3 clusters Score -752391.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -752567.812500 Penalty: 4150.641602 Iteration 12Q: 3 clusters Score -752567.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -752770.312500 Penalty: 4150.641602 Iteration 13Q: 3 clusters Score -752770.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -752919.937500 Penalty: 4150.641602 Iteration 14Q: 3 clusters Score -752919.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -753008.125000 Penalty: 4150.641602 Iteration 15Q: 3 clusters Score -753008.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -753091.937500 Penalty: 4150.641602 Iteration 16Q: 3 clusters Score -753091.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -753176.750000 Penalty: 4150.641602 Iteration 17Q: 3 clusters Score -753176.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -753279.625000 Penalty: 4150.641602 Iteration 18Q: 3 clusters Score -753279.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -753372.937500 Penalty: 4150.641602 Iteration 19Q: 3 clusters Score -753372.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -753461.000000 Penalty: 4150.641602 Iteration 20F: 3 clusters Score -753461 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -753501.312500 Penalty: 4150.641602 Iteration 21Q: 3 clusters Score -753501.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -753527.125000 Penalty: 4150.641602 Iteration 22Q: 3 clusters Score -753527.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -753554.312500 Penalty: 4150.641602 Iteration 23Q: 3 clusters Score -753554.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -753580.500000 Penalty: 4150.641602 Iteration 24Q: 3 clusters Score -753580.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -753621.125000 Penalty: 4150.641602 Iteration 25Q: 3 clusters Score -753621.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -753691.625000 Penalty: 4150.641602 Iteration 26Q: 3 clusters Score -753691.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -753849.687500 Penalty: 4150.641602 Iteration 27Q: 3 clusters Score -753849.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -754059.937500 Penalty: 4150.641602 Iteration 28Q: 3 clusters Score -754059.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -754358.125000 Penalty: 4150.641602 Iteration 29Q: 3 clusters Score -754358.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -754806.750000 Penalty: 4150.641602 Iteration 30Q: 3 clusters Score -754806.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -755188.875000 Penalty: 4150.641602 Iteration 31Q: 3 clusters Score -755188.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -755259.937500 Penalty: 4150.641602 Iteration 32Q: 3 clusters Score -755259.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -755271.937500 Penalty: 4150.641602 Iteration 33Q: 3 clusters Score -755271.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -755273.812500 Penalty: 4150.641602 Iteration 34Q: 3 clusters Score -755273.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -755272.937500 Penalty: 4150.641602 Iteration 35Q: 3 clusters Score -755272.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -755272.937500 Penalty: 4150.641602 Iteration 36F: 3 clusters Score -755272.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14468 members Mstep: Class 4 contains 5486 members Mstep: Class 5 contains 8493 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 509 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 6224 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1523 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4852 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3289 members Mstep: Class 19 contains 8606 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 214 members Mstep: Class 22 contains 1998 members Mstep: Class 23 contains 1267 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1303 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5557 members Mstep: Class 31 contains 294 members Mstep: Class 32 contains 6312 members Mstep: Class 33 contains 6077 members Mstep: Class 34 contains 223 members Mstep: Class 35 contains 2310 members Entering Unmasked Estep Score: -15650133.000000 Penalty: 99341.953125 Splitting cluster 22 changes total score from -15647892.000000 to -15650133.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 23 (1267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Entering Unmasked Estep Score: -178780.703125 Penalty: 1771.812988 Iteration 0F: 2 clusters Score -178780.7 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 632 members Entering Unmasked Estep Score: -176789.937500 Penalty: 3543.625977 Iteration 0F: 3 clusters Score -176789.9 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -177564.328125 Penalty: 3543.625977 Iteration 1F: 3 clusters Score -177564.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -178066.968750 Penalty: 3543.625977 Iteration 2F: 3 clusters Score -178067 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -178351.218750 Penalty: 3543.625977 Iteration 3F: 3 clusters Score -178351.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -178500.593750 Penalty: 3543.625977 Iteration 4Q: 3 clusters Score -178500.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -178607.921875 Penalty: 3543.625977 Iteration 5Q: 3 clusters Score -178607.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -178681.765625 Penalty: 3543.625977 Iteration 6Q: 3 clusters Score -178681.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -178724.796875 Penalty: 3543.625977 Iteration 7Q: 3 clusters Score -178724.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -178787.562500 Penalty: 3543.625977 Iteration 8Q: 3 clusters Score -178787.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -178839.875000 Penalty: 3543.625977 Iteration 9Q: 3 clusters Score -178839.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -178893.359375 Penalty: 3543.625977 Iteration 10Q: 3 clusters Score -178893.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -178933.875000 Penalty: 3543.625977 Iteration 11Q: 3 clusters Score -178933.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -178960.500000 Penalty: 3543.625977 Iteration 12Q: 3 clusters Score -178960.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -178984.828125 Penalty: 3543.625977 Iteration 13Q: 3 clusters Score -178984.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -178996.906250 Penalty: 3543.625977 Iteration 14Q: 3 clusters Score -178996.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -179010.593750 Penalty: 3543.625977 Iteration 15Q: 3 clusters Score -179010.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -179013.968750 Penalty: 3543.625977 Iteration 16Q: 3 clusters Score -179014 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -179018.093750 Penalty: 3543.625977 Iteration 17Q: 3 clusters Score -179018.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -179027.640625 Penalty: 3543.625977 Iteration 18Q: 3 clusters Score -179027.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -179036.218750 Penalty: 3543.625977 Iteration 19Q: 3 clusters Score -179036.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -179071.859375 Penalty: 3543.625977 Iteration 20F: 3 clusters Score -179071.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -179098.156250 Penalty: 3543.625977 Iteration 21Q: 3 clusters Score -179098.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -179132.156250 Penalty: 3543.625977 Iteration 22Q: 3 clusters Score -179132.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -179152.453125 Penalty: 3543.625977 Iteration 23Q: 3 clusters Score -179152.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -179169.093750 Penalty: 3543.625977 Iteration 24Q: 3 clusters Score -179169.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -179178.718750 Penalty: 3543.625977 Iteration 25Q: 3 clusters Score -179178.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -179186.281250 Penalty: 3543.625977 Iteration 26Q: 3 clusters Score -179186.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -179189.125000 Penalty: 3543.625977 Iteration 27Q: 3 clusters Score -179189.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -179190.234375 Penalty: 3543.625977 Iteration 28Q: 3 clusters Score -179190.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -179190.234375 Penalty: 3543.625977 Iteration 29F: 3 clusters Score -179190.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14468 members Mstep: Class 4 contains 5486 members Mstep: Class 5 contains 8493 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 509 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 6224 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1523 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4852 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3289 members Mstep: Class 19 contains 8606 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 214 members Mstep: Class 22 contains 1998 members Mstep: Class 23 contains 655 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1303 members Mstep: Class 29 contains 573 members Mstep: Class 30 contains 5557 members Mstep: Class 31 contains 294 members Mstep: Class 32 contains 6312 members Mstep: Class 33 contains 6077 members Mstep: Class 34 contains 223 members Mstep: Class 35 contains 2310 members Mstep: Class 36 contains 612 members Entering Unmasked Estep Score: -15649470.000000 Penalty: 102180.296875 Splitting cluster 23 changes total score from -15647892.000000 to -15649470.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 24 (427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Entering Unmasked Estep Score: -65428.843750 Penalty: 1502.082520 Iteration 0F: 2 clusters Score -65428.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -64039.500000 Penalty: 3004.165039 Iteration 0F: 3 clusters Score -64039.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -64279.324219 Penalty: 3004.165039 Iteration 1F: 3 clusters Score -64279.32 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -64394.070312 Penalty: 3004.165039 Iteration 2F: 3 clusters Score -64394.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -64464.531250 Penalty: 3004.165039 Iteration 3Q: 3 clusters Score -64464.53 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -64525.980469 Penalty: 3004.165039 Iteration 4Q: 3 clusters Score -64525.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -64551.378906 Penalty: 3004.165039 Iteration 5Q: 3 clusters Score -64551.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -64567.664062 Penalty: 3004.165039 Iteration 6Q: 3 clusters Score -64567.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -64598.945312 Penalty: 3004.165039 Iteration 7Q: 3 clusters Score -64598.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -64602.515625 Penalty: 3004.165039 Iteration 8Q: 3 clusters Score -64602.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -64615.210938 Penalty: 3004.165039 Iteration 9Q: 3 clusters Score -64615.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -64626.019531 Penalty: 3004.165039 Iteration 10Q: 3 clusters Score -64626.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -64627.414062 Penalty: 3004.165039 Iteration 11Q: 3 clusters Score -64627.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -64627.585938 Penalty: 3004.165039 Iteration 12F: 3 clusters Score -64627.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -64639.910156 Penalty: 3004.165039 Iteration 13Q: 3 clusters Score -64639.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -64643.027344 Penalty: 3004.165039 Iteration 14Q: 3 clusters Score -64643.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -64643.027344 Penalty: 3004.165039 Iteration 15F: 3 clusters Score -64643.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Entering Unmasked Estep Score: -332715.750000 Penalty: 1876.958130 Iteration 0F: 2 clusters Score -332715.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -330176.937500 Penalty: 3753.916260 Iteration 0F: 3 clusters Score -330176.9 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -330789.343750 Penalty: 3753.916260 Iteration 1F: 3 clusters Score -330789.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -331114.718750 Penalty: 3753.916260 Iteration 2F: 3 clusters Score -331114.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -331331.468750 Penalty: 3753.916260 Iteration 3F: 3 clusters Score -331331.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -331454.468750 Penalty: 3753.916260 Iteration 4Q: 3 clusters Score -331454.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -331560.500000 Penalty: 3753.916260 Iteration 5Q: 3 clusters Score -331560.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -331652.343750 Penalty: 3753.916260 Iteration 6Q: 3 clusters Score -331652.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -331723.750000 Penalty: 3753.916260 Iteration 7Q: 3 clusters Score -331723.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -331764.531250 Penalty: 3753.916260 Iteration 8Q: 3 clusters Score -331764.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -331797.000000 Penalty: 3753.916260 Iteration 9Q: 3 clusters Score -331797 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -331840.125000 Penalty: 3753.916260 Iteration 10Q: 3 clusters Score -331840.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -331885.312500 Penalty: 3753.916260 Iteration 11Q: 3 clusters Score -331885.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -331938.312500 Penalty: 3753.916260 Iteration 12Q: 3 clusters Score -331938.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -331983.750000 Penalty: 3753.916260 Iteration 13Q: 3 clusters Score -331983.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -332057.187500 Penalty: 3753.916260 Iteration 14Q: 3 clusters Score -332057.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -332117.187500 Penalty: 3753.916260 Iteration 15Q: 3 clusters Score -332117.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -332156.250000 Penalty: 3753.916260 Iteration 16Q: 3 clusters Score -332156.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -332203.718750 Penalty: 3753.916260 Iteration 17Q: 3 clusters Score -332203.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -332244.031250 Penalty: 3753.916260 Iteration 18Q: 3 clusters Score -332244 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -332275.125000 Penalty: 3753.916260 Iteration 19Q: 3 clusters Score -332275.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -332304.593750 Penalty: 3753.916260 Iteration 20F: 3 clusters Score -332304.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -332326.281250 Penalty: 3753.916260 Iteration 21Q: 3 clusters Score -332326.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -332341.625000 Penalty: 3753.916260 Iteration 22Q: 3 clusters Score -332341.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -332346.906250 Penalty: 3753.916260 Iteration 23Q: 3 clusters Score -332346.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -332347.781250 Penalty: 3753.916260 Iteration 24Q: 3 clusters Score -332347.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -332347.906250 Penalty: 3753.916260 Iteration 25Q: 3 clusters Score -332347.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -332347.906250 Penalty: 3753.916260 Iteration 26F: 3 clusters Score -332347.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Entering Unmasked Estep Score: -38552.570312 Penalty: 1372.280640 Iteration 0F: 2 clusters Score -38552.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -37376.886719 Penalty: 2744.561279 Iteration 0F: 3 clusters Score -37376.89 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -37499.925781 Penalty: 2744.561279 Iteration 1F: 3 clusters Score -37499.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -37526.835938 Penalty: 2744.561279 Iteration 2Q: 3 clusters Score -37526.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -37534.375000 Penalty: 2744.561279 Iteration 3Q: 3 clusters Score -37534.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -37538.828125 Penalty: 2744.561279 Iteration 4Q: 3 clusters Score -37538.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -37538.828125 Penalty: 2744.561279 Iteration 5F: 3 clusters Score -37538.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Entering Unmasked Estep Score: -117516.726562 Penalty: 1649.589844 Iteration 0F: 2 clusters Score -117516.7 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 401 members Entering Unmasked Estep Score: -115776.601562 Penalty: 3299.179688 Iteration 0F: 3 clusters Score -115776.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -116002.390625 Penalty: 3299.179688 Iteration 1F: 3 clusters Score -116002.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -116070.484375 Penalty: 3299.179688 Iteration 2F: 3 clusters Score -116070.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -116101.703125 Penalty: 3299.179688 Iteration 3Q: 3 clusters Score -116101.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -116119.859375 Penalty: 3299.179688 Iteration 4Q: 3 clusters Score -116119.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -116135.429688 Penalty: 3299.179688 Iteration 5Q: 3 clusters Score -116135.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -116148.117188 Penalty: 3299.179688 Iteration 6Q: 3 clusters Score -116148.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -116166.242188 Penalty: 3299.179688 Iteration 7Q: 3 clusters Score -116166.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -116215.773438 Penalty: 3299.179688 Iteration 8Q: 3 clusters Score -116215.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -116311.960938 Penalty: 3299.179688 Iteration 9Q: 3 clusters Score -116312 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -116430.164062 Penalty: 3299.179688 Iteration 10F: 3 clusters Score -116430.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -116565.078125 Penalty: 3299.179688 Iteration 11F: 3 clusters Score -116565.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -116672.585938 Penalty: 3299.179688 Iteration 12F: 3 clusters Score -116672.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -116756.421875 Penalty: 3299.179688 Iteration 13Q: 3 clusters Score -116756.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -116834.406250 Penalty: 3299.179688 Iteration 14Q: 3 clusters Score -116834.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -116917.718750 Penalty: 3299.179688 Iteration 15Q: 3 clusters Score -116917.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -116974.234375 Penalty: 3299.179688 Iteration 16Q: 3 clusters Score -116974.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -117001.507812 Penalty: 3299.179688 Iteration 17Q: 3 clusters Score -117001.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -117013.960938 Penalty: 3299.179688 Iteration 18Q: 3 clusters Score -117014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -117018.789062 Penalty: 3299.179688 Iteration 19Q: 3 clusters Score -117018.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -117021.601562 Penalty: 3299.179688 Iteration 20F: 3 clusters Score -117021.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Entering Unmasked Estep Score: -205384.968750 Penalty: 1778.761353 Iteration 0F: 2 clusters Score -205385 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -203292.265625 Penalty: 3557.522705 Iteration 0F: 3 clusters Score -203292.3 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -203756.828125 Penalty: 3557.522705 Iteration 1F: 3 clusters Score -203756.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -203996.781250 Penalty: 3557.522705 Iteration 2F: 3 clusters Score -203996.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -204148.281250 Penalty: 3557.522705 Iteration 3F: 3 clusters Score -204148.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -204294.843750 Penalty: 3557.522705 Iteration 4F: 3 clusters Score -204294.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -204473.640625 Penalty: 3557.522705 Iteration 5F: 3 clusters Score -204473.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -204591.859375 Penalty: 3557.522705 Iteration 6Q: 3 clusters Score -204591.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -204648.718750 Penalty: 3557.522705 Iteration 7Q: 3 clusters Score -204648.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -204664.625000 Penalty: 3557.522705 Iteration 8Q: 3 clusters Score -204664.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -204694.312500 Penalty: 3557.522705 Iteration 9Q: 3 clusters Score -204694.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -204718.796875 Penalty: 3557.522705 Iteration 10Q: 3 clusters Score -204718.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -204728.468750 Penalty: 3557.522705 Iteration 11Q: 3 clusters Score -204728.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -204733.687500 Penalty: 3557.522705 Iteration 12Q: 3 clusters Score -204733.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -204735.968750 Penalty: 3557.522705 Iteration 13Q: 3 clusters Score -204736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -204736.796875 Penalty: 3557.522705 Iteration 14Q: 3 clusters Score -204736.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -204737.984375 Penalty: 3557.522705 Iteration 15Q: 3 clusters Score -204738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -204739.062500 Penalty: 3557.522705 Iteration 16Q: 3 clusters Score -204739.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -204739.343750 Penalty: 3557.522705 Iteration 17Q: 3 clusters Score -204739.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -204742.187500 Penalty: 3557.522705 Iteration 18Q: 3 clusters Score -204742.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -204744.234375 Penalty: 3557.522705 Iteration 19Q: 3 clusters Score -204744.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -204749.437500 Penalty: 3557.522705 Iteration 20F: 3 clusters Score -204749.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -204756.031250 Penalty: 3557.522705 Iteration 21Q: 3 clusters Score -204756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -204759.734375 Penalty: 3557.522705 Iteration 22Q: 3 clusters Score -204759.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -204761.281250 Penalty: 3557.522705 Iteration 23Q: 3 clusters Score -204761.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -204761.890625 Penalty: 3557.522705 Iteration 24Q: 3 clusters Score -204761.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -204762.328125 Penalty: 3557.522705 Iteration 25Q: 3 clusters Score -204762.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -204763.843750 Penalty: 3557.522705 Iteration 26Q: 3 clusters Score -204763.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -204765.656250 Penalty: 3557.522705 Iteration 27Q: 3 clusters Score -204765.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -204766.515625 Penalty: 3557.522705 Iteration 28Q: 3 clusters Score -204766.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -204770.937500 Penalty: 3557.522705 Iteration 29Q: 3 clusters Score -204770.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -204770.937500 Penalty: 3557.522705 Iteration 30F: 3 clusters Score -204770.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Entering Unmasked Estep Score: -62840.410156 Penalty: 1575.019653 Iteration 0F: 2 clusters Score -62840.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -61333.781250 Penalty: 3150.039307 Iteration 0F: 3 clusters Score -61333.78 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -62038.726562 Penalty: 3150.039307 Iteration 1F: 3 clusters Score -62038.73 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -62663.089844 Penalty: 3150.039307 Iteration 2F: 3 clusters Score -62663.09 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -62959.398438 Penalty: 3150.039307 Iteration 3F: 3 clusters Score -62959.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -63210.890625 Penalty: 3150.039307 Iteration 4Q: 3 clusters Score -63210.89 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -63345.488281 Penalty: 3150.039307 Iteration 5Q: 3 clusters Score -63345.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -63434.960938 Penalty: 3150.039307 Iteration 6Q: 3 clusters Score -63434.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -63478.027344 Penalty: 3150.039307 Iteration 7Q: 3 clusters Score -63478.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -63496.296875 Penalty: 3150.039307 Iteration 8Q: 3 clusters Score -63496.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -63522.347656 Penalty: 3150.039307 Iteration 9Q: 3 clusters Score -63522.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -63534.277344 Penalty: 3150.039307 Iteration 10Q: 3 clusters Score -63534.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -63555.000000 Penalty: 3150.039307 Iteration 11Q: 3 clusters Score -63555 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -63564.988281 Penalty: 3150.039307 Iteration 12Q: 3 clusters Score -63564.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -63574.035156 Penalty: 3150.039307 Iteration 13Q: 3 clusters Score -63574.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -63589.945312 Penalty: 3150.039307 Iteration 14Q: 3 clusters Score -63589.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -63608.398438 Penalty: 3150.039307 Iteration 15Q: 3 clusters Score -63608.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -63609.609375 Penalty: 3150.039307 Iteration 16F: 3 clusters Score -63609.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -63613.449219 Penalty: 3150.039307 Iteration 17Q: 3 clusters Score -63613.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -63615.605469 Penalty: 3150.039307 Iteration 18Q: 3 clusters Score -63615.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -63615.605469 Penalty: 3150.039307 Iteration 19F: 3 clusters Score -63615.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14468 members Mstep: Class 4 contains 5486 members Mstep: Class 5 contains 8493 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 509 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 6224 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1523 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4852 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3289 members Mstep: Class 19 contains 8606 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 214 members Mstep: Class 22 contains 1998 members Mstep: Class 23 contains 655 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1303 members Mstep: Class 29 contains 315 members Mstep: Class 30 contains 5557 members Mstep: Class 31 contains 294 members Mstep: Class 32 contains 6312 members Mstep: Class 33 contains 6077 members Mstep: Class 34 contains 223 members Mstep: Class 35 contains 2310 members Mstep: Class 36 contains 612 members Mstep: Class 37 contains 258 members Entering Unmasked Estep Score: -15648974.000000 Penalty: 105018.632812 Splitting cluster 29 changes total score from -15647892.000000 to -15648974.000000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 30 (5557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Entering Unmasked Estep Score: -957182.812500 Penalty: 2138.457764 Iteration 0F: 2 clusters Score -957182.8 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 2783 members Entering Unmasked Estep Score: -952373.562500 Penalty: 4276.915527 Iteration 0F: 3 clusters Score -952373.6 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -953682.625000 Penalty: 4276.915527 Iteration 1F: 3 clusters Score -953682.6 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -954048.000000 Penalty: 4276.915527 Iteration 2F: 3 clusters Score -954048 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -954437.500000 Penalty: 4276.915527 Iteration 3F: 3 clusters Score -954437.5 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -954905.562500 Penalty: 4276.915527 Iteration 4F: 3 clusters Score -954905.6 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -955363.937500 Penalty: 4276.915527 Iteration 5F: 3 clusters Score -955363.9 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -955736.312500 Penalty: 4276.915527 Iteration 6F: 3 clusters Score -955736.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -955994.937500 Penalty: 4276.915527 Iteration 7F: 3 clusters Score -955994.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -956154.937500 Penalty: 4276.915527 Iteration 8Q: 3 clusters Score -956154.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -956237.312500 Penalty: 4276.915527 Iteration 9Q: 3 clusters Score -956237.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -956287.062500 Penalty: 4276.915527 Iteration 10Q: 3 clusters Score -956287.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -956315.625000 Penalty: 4276.915527 Iteration 11Q: 3 clusters Score -956315.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -956328.062500 Penalty: 4276.915527 Iteration 12Q: 3 clusters Score -956328.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -956336.437500 Penalty: 4276.915527 Iteration 13Q: 3 clusters Score -956336.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -956338.437500 Penalty: 4276.915527 Iteration 14Q: 3 clusters Score -956338.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -956341.437500 Penalty: 4276.915527 Iteration 15Q: 3 clusters Score -956341.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -956343.937500 Penalty: 4276.915527 Iteration 16Q: 3 clusters Score -956343.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -956347.812500 Penalty: 4276.915527 Iteration 17Q: 3 clusters Score -956347.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -956347.375000 Penalty: 4276.915527 Iteration 18Q: 3 clusters Score -956347.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -956347.812500 Penalty: 4276.915527 Iteration 19Q: 3 clusters Score -956347.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -956349.250000 Penalty: 4276.915527 Iteration 20F: 3 clusters Score -956349.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -956347.687500 Penalty: 4276.915527 Iteration 21Q: 3 clusters Score -956347.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -956347.687500 Penalty: 4276.915527 Iteration 22F: 3 clusters Score -956347.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -33921.277344 Penalty: 1409.527832 Iteration 0F: 2 clusters Score -33921.28 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 154 members Entering Unmasked Estep Score: -32749.427734 Penalty: 2819.055664 Iteration 0F: 3 clusters Score -32749.43 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -32987.324219 Penalty: 2819.055664 Iteration 1F: 3 clusters Score -32987.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -33163.644531 Penalty: 2819.055664 Iteration 2F: 3 clusters Score -33163.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -33221.914062 Penalty: 2819.055664 Iteration 3Q: 3 clusters Score -33221.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -33262.808594 Penalty: 2819.055664 Iteration 4Q: 3 clusters Score -33262.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -33291.195312 Penalty: 2819.055664 Iteration 5Q: 3 clusters Score -33291.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -33356.996094 Penalty: 2819.055664 Iteration 6Q: 3 clusters Score -33357 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -33374.437500 Penalty: 2819.055664 Iteration 7Q: 3 clusters Score -33374.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -33383.640625 Penalty: 2819.055664 Iteration 8Q: 3 clusters Score -33383.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -33383.640625 Penalty: 2819.055664 Iteration 9F: 3 clusters Score -33383.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 570 members Mstep: Class 3 contains 14468 members Mstep: Class 4 contains 5486 members Mstep: Class 5 contains 8493 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 509 members Mstep: Class 8 contains 230 members Mstep: Class 9 contains 6224 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1523 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4852 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 333 members Mstep: Class 18 contains 3289 members Mstep: Class 19 contains 8606 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 214 members Mstep: Class 22 contains 1998 members Mstep: Class 23 contains 655 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1936 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1303 members Mstep: Class 29 contains 315 members Mstep: Class 30 contains 5557 members Mstep: Class 31 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -15649972.000000 Penalty: 105018.632812 Iteration 79Q: 38 clusters Score -1.564997e+07 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 560 members Mstep: Class 3 contains 14497 members Mstep: Class 4 contains 5576 members Mstep: Class 5 contains 8519 members Mstep: Class 6 contains 2049 members Mstep: Class 7 contains 509 members Mstep: Class 8 contains 226 members Mstep: Class 9 contains 6149 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 1525 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4840 members Mstep: Class 16 contains 2216 members Mstep: Class 17 contains 328 members Mstep: Class 18 contains 3371 members Mstep: Class 19 contains 8597 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 230 members Mstep: Class 22 contains 2052 members Mstep: Class 23 contains 710 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 1975 members Mstep: Class 26 contains 252 members Mstep: Class 27 contains 773 members Mstep: Class 28 contains 1289 members Mstep: Class 29 contains 338 members Mstep: Class 30 contains 5572 members Mstep: Class 31 contains 291 members Mstep: Class 32 contains 6246 members Mstep: Class 33 contains 5926 members Mstep: Class 34 contains 215 members Mstep: Class 35 contains 2288 members Mstep: Class 36 contains 605 members Mstep: Class 37 contains 254 members Entering Unmasked Estep ConsiderDeletion Score: -15651551.000000 Penalty: 105018.632812 Iteration 80F: 38 clusters Score -1.565155e+07 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 546 members Mstep: Class 3 contains 14509 members Mstep: Class 4 contains 5634 members Mstep: Class 5 contains 8530 members Mstep: Class 6 contains 2044 members Mstep: Class 7 contains 507 members Mstep: Class 8 contains 213 members Mstep: Class 9 contains 6101 members Mstep: Class 10 contains 1269 members Mstep: Class 11 contains 279 members Mstep: Class 12 contains 1522 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4818 members Mstep: Class 16 contains 2212 members Mstep: Class 17 contains 329 members Mstep: Class 18 contains 3354 members Mstep: Class 19 contains 8374 members Mstep: Class 20 contains 179 members Mstep: Class 21 contains 245 members Mstep: Class 22 contains 2068 members Mstep: Class 23 contains 752 members Mstep: Class 24 contains 426 members Mstep: Class 25 contains 1986 members Mstep: Class 26 contains 252 members Mstep: Class 27 contains 772 members Mstep: Class 28 contains 1278 members Mstep: Class 29 contains 353 members Mstep: Class 30 contains 5583 members Mstep: Class 31 contains 279 members Mstep: Class 32 contains 6241 members Mstep: Class 33 contains 6114 members Mstep: Class 34 contains 262 members Mstep: Class 35 contains 2298 members Mstep: Class 36 contains 630 members Mstep: Class 37 contains 255 members Entering Unmasked Estep ConsiderDeletion Score: -15652946.000000 Penalty: 105018.632812 Iteration 81Q: 38 clusters Score -1.565295e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 540 members Mstep: Class 3 contains 14501 members Mstep: Class 4 contains 5690 members Mstep: Class 5 contains 8548 members Mstep: Class 6 contains 2041 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 210 members Mstep: Class 9 contains 6085 members Mstep: Class 10 contains 1260 members Mstep: Class 11 contains 278 members Mstep: Class 12 contains 1524 members Mstep: Class 13 contains 633 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4805 members Mstep: Class 16 contains 2212 members Mstep: Class 17 contains 323 members Mstep: Class 18 contains 3362 members Mstep: Class 19 contains 8204 members Mstep: Class 20 contains 179 members Mstep: Class 21 contains 252 members Mstep: Class 22 contains 2080 members Mstep: Class 23 contains 769 members Mstep: Class 24 contains 426 members Mstep: Class 25 contains 1999 members Mstep: Class 26 contains 252 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1274 members Mstep: Class 29 contains 362 members Mstep: Class 30 contains 5586 members Mstep: Class 31 contains 275 members Mstep: Class 32 contains 6229 members Mstep: Class 33 contains 6215 members Mstep: Class 34 contains 285 members Mstep: Class 35 contains 2301 members Mstep: Class 36 contains 647 members Mstep: Class 37 contains 254 members Entering Unmasked Estep ConsiderDeletion Score: -15653708.000000 Penalty: 105018.632812 Iteration 82Q: 38 clusters Score -1.565371e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 534 members Mstep: Class 3 contains 14493 members Mstep: Class 4 contains 5717 members Mstep: Class 5 contains 8553 members Mstep: Class 6 contains 2032 members Mstep: Class 7 contains 505 members Mstep: Class 8 contains 209 members Mstep: Class 9 contains 6075 members Mstep: Class 10 contains 1255 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1529 members Mstep: Class 13 contains 633 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4783 members Mstep: Class 16 contains 2215 members Mstep: Class 17 contains 313 members Mstep: Class 18 contains 3376 members Mstep: Class 19 contains 8075 members Mstep: Class 20 contains 181 members Mstep: Class 21 contains 256 members Mstep: Class 22 contains 2087 members Mstep: Class 23 contains 780 members Mstep: Class 24 contains 426 members Mstep: Class 25 contains 2013 members Mstep: Class 26 contains 252 members Mstep: Class 27 contains 771 members Mstep: Class 28 contains 1271 members Mstep: Class 29 contains 374 members Mstep: Class 30 contains 5601 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 6225 members Mstep: Class 33 contains 6294 members Mstep: Class 34 contains 302 members Mstep: Class 35 contains 2302 members Mstep: Class 36 contains 660 members Mstep: Class 37 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -15654170.000000 Penalty: 105018.632812 Iteration 83Q: 38 clusters Score -1.565417e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 527 members Mstep: Class 3 contains 14486 members Mstep: Class 4 contains 5745 members Mstep: Class 5 contains 8562 members Mstep: Class 6 contains 2028 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 208 members Mstep: Class 9 contains 6072 members Mstep: Class 10 contains 1250 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1533 members Mstep: Class 13 contains 633 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4756 members Mstep: Class 16 contains 2225 members Mstep: Class 17 contains 305 members Mstep: Class 18 contains 3392 members Mstep: Class 19 contains 7961 members Mstep: Class 20 contains 186 members Mstep: Class 21 contains 264 members Mstep: Class 22 contains 2083 members Mstep: Class 23 contains 772 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2029 members Mstep: Class 26 contains 252 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1273 members Mstep: Class 29 contains 379 members Mstep: Class 30 contains 5620 members Mstep: Class 31 contains 272 members Mstep: Class 32 contains 6221 members Mstep: Class 33 contains 6354 members Mstep: Class 34 contains 315 members Mstep: Class 35 contains 2301 members Mstep: Class 36 contains 679 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15654517.000000 Penalty: 105018.632812 Iteration 84Q: 38 clusters Score -1.565452e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 527 members Mstep: Class 3 contains 14477 members Mstep: Class 4 contains 5772 members Mstep: Class 5 contains 8565 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 205 members Mstep: Class 9 contains 6070 members Mstep: Class 10 contains 1244 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1540 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 700 members Mstep: Class 15 contains 4744 members Mstep: Class 16 contains 2227 members Mstep: Class 17 contains 302 members Mstep: Class 18 contains 3402 members Mstep: Class 19 contains 7861 members Mstep: Class 20 contains 187 members Mstep: Class 21 contains 265 members Mstep: Class 22 contains 2072 members Mstep: Class 23 contains 774 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2049 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1268 members Mstep: Class 29 contains 382 members Mstep: Class 30 contains 5630 members Mstep: Class 31 contains 272 members Mstep: Class 32 contains 6215 members Mstep: Class 33 contains 6414 members Mstep: Class 34 contains 325 members Mstep: Class 35 contains 2303 members Mstep: Class 36 contains 694 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15654715.000000 Penalty: 105018.632812 Iteration 85Q: 38 clusters Score -1.565472e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 527 members Mstep: Class 3 contains 14475 members Mstep: Class 4 contains 5798 members Mstep: Class 5 contains 8570 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6072 members Mstep: Class 10 contains 1240 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1546 members Mstep: Class 13 contains 632 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4724 members Mstep: Class 16 contains 2238 members Mstep: Class 17 contains 302 members Mstep: Class 18 contains 3412 members Mstep: Class 19 contains 7775 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 2063 members Mstep: Class 23 contains 769 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2066 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1263 members Mstep: Class 29 contains 381 members Mstep: Class 30 contains 5644 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6209 members Mstep: Class 33 contains 6454 members Mstep: Class 34 contains 329 members Mstep: Class 35 contains 2303 members Mstep: Class 36 contains 707 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15654988.000000 Penalty: 105018.632812 Iteration 86Q: 38 clusters Score -1.565499e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 14472 members Mstep: Class 4 contains 5835 members Mstep: Class 5 contains 8578 members Mstep: Class 6 contains 2011 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 204 members Mstep: Class 9 contains 6071 members Mstep: Class 10 contains 1241 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1550 members Mstep: Class 13 contains 630 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4718 members Mstep: Class 16 contains 2240 members Mstep: Class 17 contains 299 members Mstep: Class 18 contains 3425 members Mstep: Class 19 contains 7671 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2051 members Mstep: Class 23 contains 762 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2084 members Mstep: Class 26 contains 251 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1259 members Mstep: Class 29 contains 383 members Mstep: Class 30 contains 5644 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6199 members Mstep: Class 33 contains 6511 members Mstep: Class 34 contains 332 members Mstep: Class 35 contains 2303 members Mstep: Class 36 contains 719 members Mstep: Class 37 contains 251 members Entering Unmasked Estep ConsiderDeletion Score: -15655180.000000 Penalty: 105018.632812 Iteration 87Q: 38 clusters Score -1.565518e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 14471 members Mstep: Class 4 contains 5858 members Mstep: Class 5 contains 8581 members Mstep: Class 6 contains 2003 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6067 members Mstep: Class 10 contains 1242 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1551 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4713 members Mstep: Class 16 contains 2242 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3445 members Mstep: Class 19 contains 7574 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2039 members Mstep: Class 23 contains 756 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2103 members Mstep: Class 26 contains 252 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1256 members Mstep: Class 29 contains 383 members Mstep: Class 30 contains 5647 members Mstep: Class 31 contains 269 members Mstep: Class 32 contains 6190 members Mstep: Class 33 contains 6573 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2304 members Mstep: Class 36 contains 731 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655317.000000 Penalty: 105018.632812 Iteration 88Q: 38 clusters Score -1.565532e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 14469 members Mstep: Class 4 contains 5869 members Mstep: Class 5 contains 8591 members Mstep: Class 6 contains 2001 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6065 members Mstep: Class 10 contains 1244 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1552 members Mstep: Class 13 contains 627 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4702 members Mstep: Class 16 contains 2245 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3460 members Mstep: Class 19 contains 7473 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 272 members Mstep: Class 22 contains 2037 members Mstep: Class 23 contains 749 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2113 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1253 members Mstep: Class 29 contains 385 members Mstep: Class 30 contains 5655 members Mstep: Class 31 contains 269 members Mstep: Class 32 contains 6186 members Mstep: Class 33 contains 6635 members Mstep: Class 34 contains 332 members Mstep: Class 35 contains 2306 members Mstep: Class 36 contains 741 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655469.000000 Penalty: 105018.632812 Iteration 89Q: 38 clusters Score -1.565547e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 14464 members Mstep: Class 4 contains 5873 members Mstep: Class 5 contains 8594 members Mstep: Class 6 contains 1999 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6069 members Mstep: Class 10 contains 1246 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1553 members Mstep: Class 13 contains 628 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4691 members Mstep: Class 16 contains 2246 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 7401 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 272 members Mstep: Class 22 contains 2035 members Mstep: Class 23 contains 740 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2119 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1249 members Mstep: Class 29 contains 387 members Mstep: Class 30 contains 5668 members Mstep: Class 31 contains 269 members Mstep: Class 32 contains 6185 members Mstep: Class 33 contains 6693 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2309 members Mstep: Class 36 contains 750 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655532.000000 Penalty: 105018.632812 Iteration 90Q: 38 clusters Score -1.565553e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 14468 members Mstep: Class 4 contains 5869 members Mstep: Class 5 contains 8594 members Mstep: Class 6 contains 1996 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6074 members Mstep: Class 10 contains 1246 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1554 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4684 members Mstep: Class 16 contains 2246 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3471 members Mstep: Class 19 contains 7332 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 272 members Mstep: Class 22 contains 2034 members Mstep: Class 23 contains 736 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2120 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1246 members Mstep: Class 29 contains 387 members Mstep: Class 30 contains 5677 members Mstep: Class 31 contains 269 members Mstep: Class 32 contains 6187 members Mstep: Class 33 contains 6737 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2312 members Mstep: Class 36 contains 759 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655564.000000 Penalty: 105018.632812 Iteration 91Q: 38 clusters Score -1.565556e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 14457 members Mstep: Class 4 contains 5870 members Mstep: Class 5 contains 8596 members Mstep: Class 6 contains 1994 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6077 members Mstep: Class 10 contains 1247 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1554 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4681 members Mstep: Class 16 contains 2249 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3475 members Mstep: Class 19 contains 7262 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 272 members Mstep: Class 22 contains 2033 members Mstep: Class 23 contains 733 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2121 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1241 members Mstep: Class 29 contains 387 members Mstep: Class 30 contains 5685 members Mstep: Class 31 contains 269 members Mstep: Class 32 contains 6187 members Mstep: Class 33 contains 6802 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2313 members Mstep: Class 36 contains 765 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655620.000000 Penalty: 105018.632812 Iteration 92Q: 38 clusters Score -1.565562e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 14454 members Mstep: Class 4 contains 5880 members Mstep: Class 5 contains 8597 members Mstep: Class 6 contains 1992 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6085 members Mstep: Class 10 contains 1249 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1555 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4676 members Mstep: Class 16 contains 2251 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3479 members Mstep: Class 19 contains 7191 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 272 members Mstep: Class 22 contains 2029 members Mstep: Class 23 contains 725 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2122 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1238 members Mstep: Class 29 contains 388 members Mstep: Class 30 contains 5686 members Mstep: Class 31 contains 269 members Mstep: Class 32 contains 6184 members Mstep: Class 33 contains 6861 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 773 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655644.000000 Penalty: 105018.632812 Iteration 93Q: 38 clusters Score -1.565564e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 530 members Mstep: Class 3 contains 14453 members Mstep: Class 4 contains 5888 members Mstep: Class 5 contains 8600 members Mstep: Class 6 contains 1988 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6088 members Mstep: Class 10 contains 1253 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1557 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4673 members Mstep: Class 16 contains 2251 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3478 members Mstep: Class 19 contains 7130 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 272 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 721 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2126 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1234 members Mstep: Class 29 contains 388 members Mstep: Class 30 contains 5691 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6180 members Mstep: Class 33 contains 6912 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 777 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655711.000000 Penalty: 105018.632812 Iteration 94Q: 38 clusters Score -1.565571e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 14453 members Mstep: Class 4 contains 5893 members Mstep: Class 5 contains 8602 members Mstep: Class 6 contains 1985 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6095 members Mstep: Class 10 contains 1254 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1557 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4667 members Mstep: Class 16 contains 2253 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3481 members Mstep: Class 19 contains 7048 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 272 members Mstep: Class 22 contains 2025 members Mstep: Class 23 contains 719 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2127 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1232 members Mstep: Class 29 contains 389 members Mstep: Class 30 contains 5693 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 6980 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 781 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655741.000000 Penalty: 105018.632812 Iteration 95Q: 38 clusters Score -1.565574e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 14453 members Mstep: Class 4 contains 5896 members Mstep: Class 5 contains 8602 members Mstep: Class 6 contains 1980 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6100 members Mstep: Class 10 contains 1256 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1560 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4657 members Mstep: Class 16 contains 2254 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3476 members Mstep: Class 19 contains 6980 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 272 members Mstep: Class 22 contains 2025 members Mstep: Class 23 contains 725 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2128 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1229 members Mstep: Class 29 contains 389 members Mstep: Class 30 contains 5699 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7043 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 781 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655812.000000 Penalty: 105018.632812 Iteration 96Q: 38 clusters Score -1.565581e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 14453 members Mstep: Class 4 contains 5900 members Mstep: Class 5 contains 8604 members Mstep: Class 6 contains 1975 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6101 members Mstep: Class 10 contains 1256 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1562 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4649 members Mstep: Class 16 contains 2246 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3474 members Mstep: Class 19 contains 6918 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 272 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 738 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2129 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1226 members Mstep: Class 29 contains 389 members Mstep: Class 30 contains 5704 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6182 members Mstep: Class 33 contains 7100 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 782 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655838.000000 Penalty: 105018.632812 Iteration 97Q: 38 clusters Score -1.565584e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 14446 members Mstep: Class 4 contains 5900 members Mstep: Class 5 contains 8607 members Mstep: Class 6 contains 1969 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6105 members Mstep: Class 10 contains 1257 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1565 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4642 members Mstep: Class 16 contains 2247 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3476 members Mstep: Class 19 contains 6876 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2025 members Mstep: Class 23 contains 743 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2131 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1226 members Mstep: Class 29 contains 389 members Mstep: Class 30 contains 5710 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6182 members Mstep: Class 33 contains 7136 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 782 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655824.000000 Penalty: 105018.632812 Iteration 98Q: 38 clusters Score -1.565582e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 14444 members Mstep: Class 4 contains 5900 members Mstep: Class 5 contains 8611 members Mstep: Class 6 contains 1966 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6111 members Mstep: Class 10 contains 1255 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1565 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4636 members Mstep: Class 16 contains 2247 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3474 members Mstep: Class 19 contains 6830 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2025 members Mstep: Class 23 contains 746 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2132 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1226 members Mstep: Class 29 contains 389 members Mstep: Class 30 contains 5715 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6183 members Mstep: Class 33 contains 7174 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 784 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655842.000000 Penalty: 105018.632812 Iteration 99Q: 38 clusters Score -1.565584e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 14445 members Mstep: Class 4 contains 5901 members Mstep: Class 5 contains 8613 members Mstep: Class 6 contains 1965 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6118 members Mstep: Class 10 contains 1256 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1567 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4627 members Mstep: Class 16 contains 2250 members Mstep: Class 17 contains 298 members Mstep: Class 18 contains 3472 members Mstep: Class 19 contains 6790 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 743 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2133 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1226 members Mstep: Class 29 contains 389 members Mstep: Class 30 contains 5723 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6183 members Mstep: Class 33 contains 7202 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15655943.000000 Penalty: 105018.632812 Iteration 100F: 38 clusters Score -1.565594e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 14441 members Mstep: Class 4 contains 5902 members Mstep: Class 5 contains 8618 members Mstep: Class 6 contains 1964 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 195 members Mstep: Class 9 contains 6122 members Mstep: Class 10 contains 1258 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1567 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4621 members Mstep: Class 16 contains 2249 members Mstep: Class 17 contains 300 members Mstep: Class 18 contains 3472 members Mstep: Class 19 contains 6750 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 745 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2135 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1227 members Mstep: Class 29 contains 391 members Mstep: Class 30 contains 5733 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6183 members Mstep: Class 33 contains 7230 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15656107.000000 Penalty: 105018.632812 Iteration 101Q: 38 clusters Score -1.565611e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 14439 members Mstep: Class 4 contains 5903 members Mstep: Class 5 contains 8616 members Mstep: Class 6 contains 1963 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 192 members Mstep: Class 9 contains 6123 members Mstep: Class 10 contains 1259 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1568 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4617 members Mstep: Class 16 contains 2251 members Mstep: Class 17 contains 300 members Mstep: Class 18 contains 3471 members Mstep: Class 19 contains 6723 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 747 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2135 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1226 members Mstep: Class 29 contains 393 members Mstep: Class 30 contains 5736 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6183 members Mstep: Class 33 contains 7257 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15656269.000000 Penalty: 105018.632812 Iteration 102Q: 38 clusters Score -1.565627e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 14433 members Mstep: Class 4 contains 5904 members Mstep: Class 5 contains 8618 members Mstep: Class 6 contains 1963 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 185 members Mstep: Class 9 contains 6126 members Mstep: Class 10 contains 1260 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1570 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4615 members Mstep: Class 16 contains 2246 members Mstep: Class 17 contains 297 members Mstep: Class 18 contains 3469 members Mstep: Class 19 contains 6696 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 752 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2135 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1226 members Mstep: Class 29 contains 398 members Mstep: Class 30 contains 5735 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6183 members Mstep: Class 33 contains 7287 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15656458.000000 Penalty: 105018.632812 Iteration 103Q: 38 clusters Score -1.565646e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 526 members Mstep: Class 3 contains 14429 members Mstep: Class 4 contains 5905 members Mstep: Class 5 contains 8621 members Mstep: Class 6 contains 1962 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 6127 members Mstep: Class 10 contains 1261 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1570 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4614 members Mstep: Class 16 contains 2246 members Mstep: Class 17 contains 295 members Mstep: Class 18 contains 3469 members Mstep: Class 19 contains 6675 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 291 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 752 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2138 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 770 members Mstep: Class 28 contains 1225 members Mstep: Class 29 contains 402 members Mstep: Class 30 contains 5733 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6183 members Mstep: Class 33 contains 7307 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 785 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15656620.000000 Penalty: 105018.632812 Iteration 104Q: 38 clusters Score -1.565662e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 527 members Mstep: Class 3 contains 14430 members Mstep: Class 4 contains 5905 members Mstep: Class 5 contains 8625 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 187 members Mstep: Class 9 contains 6130 members Mstep: Class 10 contains 1263 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1569 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4613 members Mstep: Class 16 contains 2248 members Mstep: Class 17 contains 292 members Mstep: Class 18 contains 3466 members Mstep: Class 19 contains 6642 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 292 members Mstep: Class 22 contains 2021 members Mstep: Class 23 contains 754 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2141 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 768 members Mstep: Class 28 contains 1224 members Mstep: Class 29 contains 405 members Mstep: Class 30 contains 5733 members Mstep: Class 31 contains 268 members Mstep: Class 32 contains 6182 members Mstep: Class 33 contains 7331 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 785 members Mstep: Class 37 contains 250 members Entering Unmasked Estep ConsiderDeletion Score: -15656707.000000 Penalty: 105018.632812 Iteration 105Q: 38 clusters Score -1.565671e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 527 members Mstep: Class 3 contains 14428 members Mstep: Class 4 contains 5907 members Mstep: Class 5 contains 8629 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 188 members Mstep: Class 9 contains 6131 members Mstep: Class 10 contains 1265 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1570 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4610 members Mstep: Class 16 contains 2249 members Mstep: Class 17 contains 288 members Mstep: Class 18 contains 3462 members Mstep: Class 19 contains 6612 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 294 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 754 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2141 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 767 members Mstep: Class 28 contains 1223 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5735 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6182 members Mstep: Class 33 contains 7356 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15656820.000000 Penalty: 105018.632812 Iteration 106Q: 38 clusters Score -1.565682e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 526 members Mstep: Class 3 contains 14424 members Mstep: Class 4 contains 5907 members Mstep: Class 5 contains 8635 members Mstep: Class 6 contains 1959 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 187 members Mstep: Class 9 contains 6134 members Mstep: Class 10 contains 1268 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1572 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4609 members Mstep: Class 16 contains 2248 members Mstep: Class 17 contains 288 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 6588 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 753 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2142 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1222 members Mstep: Class 29 contains 407 members Mstep: Class 30 contains 5736 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6182 members Mstep: Class 33 contains 7377 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2314 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15656884.000000 Penalty: 105018.632812 Iteration 107Q: 38 clusters Score -1.565688e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 525 members Mstep: Class 3 contains 14424 members Mstep: Class 4 contains 5907 members Mstep: Class 5 contains 8636 members Mstep: Class 6 contains 1958 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6135 members Mstep: Class 10 contains 1270 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1572 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 4606 members Mstep: Class 16 contains 2250 members Mstep: Class 17 contains 290 members Mstep: Class 18 contains 3455 members Mstep: Class 19 contains 6566 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 753 members Mstep: Class 24 contains 426 members Mstep: Class 25 contains 2142 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1222 members Mstep: Class 29 contains 403 members Mstep: Class 30 contains 5735 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6182 members Mstep: Class 33 contains 7402 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15656911.000000 Penalty: 105018.632812 Iteration 108Q: 38 clusters Score -1.565691e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 525 members Mstep: Class 3 contains 14425 members Mstep: Class 4 contains 5907 members Mstep: Class 5 contains 8637 members Mstep: Class 6 contains 1958 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6142 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1572 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2255 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3451 members Mstep: Class 19 contains 6544 members Mstep: Class 20 contains 191 members Mstep: Class 21 contains 299 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 750 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2143 members Mstep: Class 26 contains 253 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1222 members Mstep: Class 29 contains 402 members Mstep: Class 30 contains 5733 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6182 members Mstep: Class 33 contains 7421 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15656983.000000 Penalty: 105018.632812 Iteration 109Q: 38 clusters Score -1.565698e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 523 members Mstep: Class 3 contains 14424 members Mstep: Class 4 contains 5907 members Mstep: Class 5 contains 8637 members Mstep: Class 6 contains 1958 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6146 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1574 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2257 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3444 members Mstep: Class 19 contains 6517 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 299 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2145 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1221 members Mstep: Class 29 contains 401 members Mstep: Class 30 contains 5732 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6182 members Mstep: Class 33 contains 7449 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15657001.000000 Penalty: 105018.632812 Iteration 110Q: 38 clusters Score -1.5657e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 520 members Mstep: Class 3 contains 14423 members Mstep: Class 4 contains 5907 members Mstep: Class 5 contains 8637 members Mstep: Class 6 contains 1958 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6147 members Mstep: Class 10 contains 1274 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1574 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4602 members Mstep: Class 16 contains 2259 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3441 members Mstep: Class 19 contains 6499 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 753 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2146 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1219 members Mstep: Class 29 contains 402 members Mstep: Class 30 contains 5733 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7468 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15657037.000000 Penalty: 105018.632812 Iteration 111Q: 38 clusters Score -1.565704e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14420 members Mstep: Class 4 contains 5907 members Mstep: Class 5 contains 8640 members Mstep: Class 6 contains 1958 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6152 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1575 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4602 members Mstep: Class 16 contains 2260 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3439 members Mstep: Class 19 contains 6479 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 755 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2146 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1220 members Mstep: Class 29 contains 402 members Mstep: Class 30 contains 5731 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7485 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15657021.000000 Penalty: 105018.632812 Iteration 112Q: 38 clusters Score -1.565702e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14414 members Mstep: Class 4 contains 5908 members Mstep: Class 5 contains 8650 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6152 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1576 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4603 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3438 members Mstep: Class 19 contains 6449 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 756 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2146 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1217 members Mstep: Class 29 contains 403 members Mstep: Class 30 contains 5731 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7509 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15657039.000000 Penalty: 105018.632812 Iteration 113Q: 38 clusters Score -1.565704e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14412 members Mstep: Class 4 contains 5908 members Mstep: Class 5 contains 8654 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6154 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1576 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4602 members Mstep: Class 16 contains 2262 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3439 members Mstep: Class 19 contains 6425 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 758 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2146 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1215 members Mstep: Class 29 contains 403 members Mstep: Class 30 contains 5734 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7526 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15657011.000000 Penalty: 105018.632812 Iteration 114Q: 38 clusters Score -1.565701e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14409 members Mstep: Class 4 contains 5909 members Mstep: Class 5 contains 8656 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6161 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1576 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3437 members Mstep: Class 19 contains 6410 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2022 members Mstep: Class 23 contains 758 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2146 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1214 members Mstep: Class 29 contains 403 members Mstep: Class 30 contains 5735 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7535 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15657016.000000 Penalty: 105018.632812 Iteration 115Q: 38 clusters Score -1.565702e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14410 members Mstep: Class 4 contains 5909 members Mstep: Class 5 contains 8660 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6172 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1576 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3435 members Mstep: Class 19 contains 6398 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2023 members Mstep: Class 23 contains 759 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2147 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1214 members Mstep: Class 29 contains 403 members Mstep: Class 30 contains 5735 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7531 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15657023.000000 Penalty: 105018.632812 Iteration 116Q: 38 clusters Score -1.565702e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14409 members Mstep: Class 4 contains 5909 members Mstep: Class 5 contains 8663 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6180 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1576 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3434 members Mstep: Class 19 contains 6388 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2023 members Mstep: Class 23 contains 760 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2148 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 403 members Mstep: Class 30 contains 5735 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7531 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15657027.000000 Penalty: 105018.632812 Iteration 117Q: 38 clusters Score -1.565703e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14407 members Mstep: Class 4 contains 5909 members Mstep: Class 5 contains 8664 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6192 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1577 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3432 members Mstep: Class 19 contains 6382 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2023 members Mstep: Class 23 contains 760 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2148 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 403 members Mstep: Class 30 contains 5735 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7527 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15657024.000000 Penalty: 105018.632812 Iteration 118Q: 38 clusters Score -1.565702e+07 nChanged 35 Entering ConstructFrom: Score: -15657024.000000 Penalty: 105018.632812 Entering ConstructFrom: Trying to split cluster 1 (1748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Entering Unmasked Estep Score: -288163.500000 Penalty: 1851.624390 Iteration 0F: 2 clusters Score -288163.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -285845.687500 Penalty: 3703.248779 Iteration 0F: 3 clusters Score -285845.7 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -286669.500000 Penalty: 3703.248779 Iteration 1F: 3 clusters Score -286669.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -287172.687500 Penalty: 3703.248779 Iteration 2F: 3 clusters Score -287172.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -287464.187500 Penalty: 3703.248779 Iteration 3F: 3 clusters Score -287464.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -287635.437500 Penalty: 3703.248779 Iteration 4Q: 3 clusters Score -287635.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -287722.187500 Penalty: 3703.248779 Iteration 5Q: 3 clusters Score -287722.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -287782.718750 Penalty: 3703.248779 Iteration 6Q: 3 clusters Score -287782.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -287832.750000 Penalty: 3703.248779 Iteration 7Q: 3 clusters Score -287832.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -287864.312500 Penalty: 3703.248779 Iteration 8Q: 3 clusters Score -287864.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -287886.250000 Penalty: 3703.248779 Iteration 9Q: 3 clusters Score -287886.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -287900.750000 Penalty: 3703.248779 Iteration 10Q: 3 clusters Score -287900.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -287912.250000 Penalty: 3703.248779 Iteration 11Q: 3 clusters Score -287912.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -287925.343750 Penalty: 3703.248779 Iteration 12Q: 3 clusters Score -287925.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -287940.906250 Penalty: 3703.248779 Iteration 13Q: 3 clusters Score -287940.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -287964.625000 Penalty: 3703.248779 Iteration 14Q: 3 clusters Score -287964.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -287989.718750 Penalty: 3703.248779 Iteration 15Q: 3 clusters Score -287989.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -288018.062500 Penalty: 3703.248779 Iteration 16Q: 3 clusters Score -288018.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -288039.218750 Penalty: 3703.248779 Iteration 17Q: 3 clusters Score -288039.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -288053.062500 Penalty: 3703.248779 Iteration 18Q: 3 clusters Score -288053.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -288059.875000 Penalty: 3703.248779 Iteration 19Q: 3 clusters Score -288059.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -288063.000000 Penalty: 3703.248779 Iteration 20F: 3 clusters Score -288063 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -288064.718750 Penalty: 3703.248779 Iteration 21Q: 3 clusters Score -288064.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -288066.218750 Penalty: 3703.248779 Iteration 22Q: 3 clusters Score -288066.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -288066.218750 Penalty: 3703.248779 Iteration 23F: 3 clusters Score -288066.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -67867.023438 Penalty: 1549.514648 Iteration 0F: 2 clusters Score -67867.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -66414.203125 Penalty: 3099.029297 Iteration 0F: 3 clusters Score -66414.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -66709.507812 Penalty: 3099.029297 Iteration 1F: 3 clusters Score -66709.51 nChanged 52 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: -66945.859375 Penalty: 3099.029297 Iteration 2F: 3 clusters Score -66945.86 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -67230.593750 Penalty: 3099.029297 Iteration 3F: 3 clusters Score -67230.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -67332.289062 Penalty: 3099.029297 Iteration 4Q: 3 clusters Score -67332.29 nChanged 16 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: -67436.382812 Penalty: 3099.029297 Iteration 5Q: 3 clusters Score -67436.38 nChanged 12 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: -67494.960938 Penalty: 3099.029297 Iteration 6Q: 3 clusters Score -67494.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -67545.554688 Penalty: 3099.029297 Iteration 7Q: 3 clusters Score -67545.55 nChanged 8 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: -67600.023438 Penalty: 3099.029297 Iteration 8Q: 3 clusters Score -67600.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -67615.632812 Penalty: 3099.029297 Iteration 9Q: 3 clusters Score -67615.63 nChanged 3 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: -67629.804688 Penalty: 3099.029297 Iteration 10Q: 3 clusters Score -67629.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -67631.718750 Penalty: 3099.029297 Iteration 11Q: 3 clusters Score -67631.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -67634.773438 Penalty: 3099.029297 Iteration 12Q: 3 clusters Score -67634.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -67636.304688 Penalty: 3099.029297 Iteration 13Q: 3 clusters Score -67636.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -67636.304688 Penalty: 3099.029297 Iteration 14F: 3 clusters Score -67636.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (14405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14405 members Entering Unmasked Estep Score: -2539087.250000 Penalty: 2374.682129 Iteration 0F: 2 clusters Score -2539087 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 7105 members Entering Unmasked Estep Score: -2528631.750000 Penalty: 4749.364258 Iteration 0F: 3 clusters Score -2528632 nChanged 6200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -2531993.250000 Penalty: 4749.364258 Iteration 1F: 3 clusters Score -2531993 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -2532599.750000 Penalty: 4749.364258 Iteration 2F: 3 clusters Score -2532600 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -2533370.750000 Penalty: 4749.364258 Iteration 3F: 3 clusters Score -2533371 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9028 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -2534541.000000 Penalty: 4749.364258 Iteration 4F: 3 clusters Score -2534541 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9698 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -2535800.250000 Penalty: 4749.364258 Iteration 5F: 3 clusters Score -2535800 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -2536611.500000 Penalty: 4749.364258 Iteration 6F: 3 clusters Score -2536612 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -2536963.500000 Penalty: 4749.364258 Iteration 7Q: 3 clusters Score -2536964 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10562 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -2537150.500000 Penalty: 4749.364258 Iteration 8Q: 3 clusters Score -2537150 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10654 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -2537246.250000 Penalty: 4749.364258 Iteration 9Q: 3 clusters Score -2537246 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -2537336.250000 Penalty: 4749.364258 Iteration 10Q: 3 clusters Score -2537336 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -2537397.250000 Penalty: 4749.364258 Iteration 11Q: 3 clusters Score -2537397 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10815 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -2537452.750000 Penalty: 4749.364258 Iteration 12Q: 3 clusters Score -2537453 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10845 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -2537502.250000 Penalty: 4749.364258 Iteration 13Q: 3 clusters Score -2537502 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10854 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -2537542.000000 Penalty: 4749.364258 Iteration 14Q: 3 clusters Score -2537542 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10857 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -2537583.500000 Penalty: 4749.364258 Iteration 15Q: 3 clusters Score -2537584 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10848 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -2537622.750000 Penalty: 4749.364258 Iteration 16Q: 3 clusters Score -2537623 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10836 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -2537648.750000 Penalty: 4749.364258 Iteration 17Q: 3 clusters Score -2537649 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10815 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -2537683.000000 Penalty: 4749.364258 Iteration 18Q: 3 clusters Score -2537683 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10779 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -2537713.750000 Penalty: 4749.364258 Iteration 19Q: 3 clusters Score -2537714 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10758 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -2537731.000000 Penalty: 4749.364258 Iteration 20F: 3 clusters Score -2537731 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -2537757.750000 Penalty: 4749.364258 Iteration 21Q: 3 clusters Score -2537758 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -2537769.000000 Penalty: 4749.364258 Iteration 22Q: 3 clusters Score -2537769 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -2537780.750000 Penalty: 4749.364258 Iteration 23Q: 3 clusters Score -2537781 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -2537783.250000 Penalty: 4749.364258 Iteration 24Q: 3 clusters Score -2537783 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10580 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -2537791.000000 Penalty: 4749.364258 Iteration 25Q: 3 clusters Score -2537791 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10542 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -2537799.750000 Penalty: 4749.364258 Iteration 26Q: 3 clusters Score -2537800 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10510 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -2537809.750000 Penalty: 4749.364258 Iteration 27Q: 3 clusters Score -2537810 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10486 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -2537815.500000 Penalty: 4749.364258 Iteration 28Q: 3 clusters Score -2537816 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10456 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -2537822.750000 Penalty: 4749.364258 Iteration 29Q: 3 clusters Score -2537823 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10436 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -2537820.500000 Penalty: 4749.364258 Iteration 30Q: 3 clusters Score -2537820 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -2537820.500000 Penalty: 4749.364258 Iteration 31Q: 3 clusters Score -2537820 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10411 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -2537820.750000 Penalty: 4749.364258 Iteration 32Q: 3 clusters Score -2537821 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -2537833.000000 Penalty: 4749.364258 Iteration 33Q: 3 clusters Score -2537833 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10378 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -2537830.750000 Penalty: 4749.364258 Iteration 34Q: 3 clusters Score -2537831 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -2537834.750000 Penalty: 4749.364258 Iteration 35Q: 3 clusters Score -2537835 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10340 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -2537836.250000 Penalty: 4749.364258 Iteration 36Q: 3 clusters Score -2537836 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10325 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -2537836.500000 Penalty: 4749.364258 Iteration 37Q: 3 clusters Score -2537836 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10313 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -2537836.000000 Penalty: 4749.364258 Iteration 38Q: 3 clusters Score -2537836 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -2537837.750000 Penalty: 4749.364258 Iteration 39Q: 3 clusters Score -2537838 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10286 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -2537841.500000 Penalty: 4749.364258 Iteration 40F: 3 clusters Score -2537842 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10281 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -2537842.250000 Penalty: 4749.364258 Iteration 41Q: 3 clusters Score -2537842 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10274 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -2537836.500000 Penalty: 4749.364258 Iteration 42Q: 3 clusters Score -2537836 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10261 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -2537845.500000 Penalty: 4749.364258 Iteration 43Q: 3 clusters Score -2537846 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -2537846.750000 Penalty: 4749.364258 Iteration 44Q: 3 clusters Score -2537847 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -2537844.500000 Penalty: 4749.364258 Iteration 45Q: 3 clusters Score -2537844 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -2537849.750000 Penalty: 4749.364258 Iteration 46Q: 3 clusters Score -2537850 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -2537849.500000 Penalty: 4749.364258 Iteration 47Q: 3 clusters Score -2537850 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -2537856.750000 Penalty: 4749.364258 Iteration 48Q: 3 clusters Score -2537857 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -2537859.000000 Penalty: 4749.364258 Iteration 49Q: 3 clusters Score -2537859 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10145 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -2537854.500000 Penalty: 4749.364258 Iteration 50Q: 3 clusters Score -2537854 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10122 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -2537862.000000 Penalty: 4749.364258 Iteration 51Q: 3 clusters Score -2537862 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -2537868.750000 Penalty: 4749.364258 Iteration 52Q: 3 clusters Score -2537869 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -2537873.250000 Penalty: 4749.364258 Iteration 53Q: 3 clusters Score -2537873 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -2537874.500000 Penalty: 4749.364258 Iteration 54Q: 3 clusters Score -2537874 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10003 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -2537876.500000 Penalty: 4749.364258 Iteration 55Q: 3 clusters Score -2537876 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9975 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -2537872.750000 Penalty: 4749.364258 Iteration 56Q: 3 clusters Score -2537873 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -2537883.000000 Penalty: 4749.364258 Iteration 57Q: 3 clusters Score -2537883 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -2537891.250000 Penalty: 4749.364258 Iteration 58Q: 3 clusters Score -2537891 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9877 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -2537902.250000 Penalty: 4749.364258 Iteration 59Q: 3 clusters Score -2537902 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -2537906.750000 Penalty: 4749.364258 Iteration 60F: 3 clusters Score -2537907 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9817 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -2537906.000000 Penalty: 4749.364258 Iteration 61Q: 3 clusters Score -2537906 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -2537913.000000 Penalty: 4749.364258 Iteration 62Q: 3 clusters Score -2537913 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -2537921.750000 Penalty: 4749.364258 Iteration 63Q: 3 clusters Score -2537922 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9702 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -2537931.500000 Penalty: 4749.364258 Iteration 64Q: 3 clusters Score -2537932 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -2537935.000000 Penalty: 4749.364258 Iteration 65Q: 3 clusters Score -2537935 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9631 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -2537943.250000 Penalty: 4749.364258 Iteration 66Q: 3 clusters Score -2537943 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -2537953.500000 Penalty: 4749.364258 Iteration 67Q: 3 clusters Score -2537954 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -2537956.500000 Penalty: 4749.364258 Iteration 68Q: 3 clusters Score -2537956 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -2537963.000000 Penalty: 4749.364258 Iteration 69Q: 3 clusters Score -2537963 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9439 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -2537974.000000 Penalty: 4749.364258 Iteration 70Q: 3 clusters Score -2537974 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9382 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -2537980.500000 Penalty: 4749.364258 Iteration 71Q: 3 clusters Score -2537980 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -2537995.250000 Penalty: 4749.364258 Iteration 72Q: 3 clusters Score -2537995 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -2538004.250000 Penalty: 4749.364258 Iteration 73Q: 3 clusters Score -2538004 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -2538034.750000 Penalty: 4749.364258 Iteration 74Q: 3 clusters Score -2538035 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -2538033.250000 Penalty: 4749.364258 Iteration 75Q: 3 clusters Score -2538033 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9082 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -2538035.250000 Penalty: 4749.364258 Iteration 76Q: 3 clusters Score -2538035 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9027 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -2538047.500000 Penalty: 4749.364258 Iteration 77Q: 3 clusters Score -2538048 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -2538058.750000 Penalty: 4749.364258 Iteration 78Q: 3 clusters Score -2538059 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -2538075.500000 Penalty: 4749.364258 Iteration 79Q: 3 clusters Score -2538076 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8852 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -2538083.250000 Penalty: 4749.364258 Iteration 80F: 3 clusters Score -2538083 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -2538089.000000 Penalty: 4749.364258 Iteration 81Q: 3 clusters Score -2538089 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8738 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -2538098.250000 Penalty: 4749.364258 Iteration 82Q: 3 clusters Score -2538098 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -2538110.500000 Penalty: 4749.364258 Iteration 83Q: 3 clusters Score -2538110 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8594 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -2538132.500000 Penalty: 4749.364258 Iteration 84Q: 3 clusters Score -2538132 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -2538143.500000 Penalty: 4749.364258 Iteration 85Q: 3 clusters Score -2538144 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -2538163.250000 Penalty: 4749.364258 Iteration 86Q: 3 clusters Score -2538163 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8370 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -2538172.000000 Penalty: 4749.364258 Iteration 87Q: 3 clusters Score -2538172 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8305 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -2538176.250000 Penalty: 4749.364258 Iteration 88Q: 3 clusters Score -2538176 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -2538193.000000 Penalty: 4749.364258 Iteration 89Q: 3 clusters Score -2538193 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -2538196.500000 Penalty: 4749.364258 Iteration 90Q: 3 clusters Score -2538196 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8130 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -2538203.000000 Penalty: 4749.364258 Iteration 91Q: 3 clusters Score -2538203 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -2538221.750000 Penalty: 4749.364258 Iteration 92Q: 3 clusters Score -2538222 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8000 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -2538237.000000 Penalty: 4749.364258 Iteration 93Q: 3 clusters Score -2538237 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -2538254.250000 Penalty: 4749.364258 Iteration 94Q: 3 clusters Score -2538254 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -2538265.500000 Penalty: 4749.364258 Iteration 95Q: 3 clusters Score -2538266 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -2538283.000000 Penalty: 4749.364258 Iteration 96Q: 3 clusters Score -2538283 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7708 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -2538300.000000 Penalty: 4749.364258 Iteration 97Q: 3 clusters Score -2538300 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -2538312.500000 Penalty: 4749.364258 Iteration 98Q: 3 clusters Score -2538312 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7569 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -2538323.500000 Penalty: 4749.364258 Iteration 99Q: 3 clusters Score -2538324 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -2538340.500000 Penalty: 4749.364258 Iteration 100F: 3 clusters Score -2538340 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -2538355.250000 Penalty: 4749.364258 Iteration 101Q: 3 clusters Score -2538355 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -2538354.500000 Penalty: 4749.364258 Iteration 102Q: 3 clusters Score -2538354 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -2538376.750000 Penalty: 4749.364258 Iteration 103Q: 3 clusters Score -2538377 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7222 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -2538389.500000 Penalty: 4749.364258 Iteration 104Q: 3 clusters Score -2538390 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -2538408.250000 Penalty: 4749.364258 Iteration 105Q: 3 clusters Score -2538408 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -2538430.000000 Penalty: 4749.364258 Iteration 106Q: 3 clusters Score -2538430 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 7425 members Entering Unmasked Estep Score: -2538442.000000 Penalty: 4749.364258 Iteration 107Q: 3 clusters Score -2538442 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -2538463.500000 Penalty: 4749.364258 Iteration 108Q: 3 clusters Score -2538464 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -2538490.750000 Penalty: 4749.364258 Iteration 109Q: 3 clusters Score -2538491 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -2538501.500000 Penalty: 4749.364258 Iteration 110Q: 3 clusters Score -2538502 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -2538526.250000 Penalty: 4749.364258 Iteration 111Q: 3 clusters Score -2538526 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -2538539.750000 Penalty: 4749.364258 Iteration 112Q: 3 clusters Score -2538540 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -2538560.500000 Penalty: 4749.364258 Iteration 113Q: 3 clusters Score -2538560 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -2538573.750000 Penalty: 4749.364258 Iteration 114Q: 3 clusters Score -2538574 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -2538581.000000 Penalty: 4749.364258 Iteration 115Q: 3 clusters Score -2538581 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -2538587.250000 Penalty: 4749.364258 Iteration 116Q: 3 clusters Score -2538587 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -2538594.750000 Penalty: 4749.364258 Iteration 117Q: 3 clusters Score -2538595 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 8181 members Entering Unmasked Estep Score: -2538600.000000 Penalty: 4749.364258 Iteration 118Q: 3 clusters Score -2538600 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 8210 members Entering Unmasked Estep Score: -2538606.000000 Penalty: 4749.364258 Iteration 119Q: 3 clusters Score -2538606 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -2538606.750000 Penalty: 4749.364258 Iteration 120F: 3 clusters Score -2538607 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -2538611.000000 Penalty: 4749.364258 Iteration 121Q: 3 clusters Score -2538611 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 8270 members Entering Unmasked Estep Score: -2538606.000000 Penalty: 4749.364258 Iteration 122Q: 3 clusters Score -2538606 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 8279 members Entering Unmasked Estep Score: -2538605.500000 Penalty: 4749.364258 Iteration 123Q: 3 clusters Score -2538606 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -2538606.500000 Penalty: 4749.364258 Iteration 124Q: 3 clusters Score -2538606 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -2538611.000000 Penalty: 4749.364258 Iteration 125Q: 3 clusters Score -2538611 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -2538614.500000 Penalty: 4749.364258 Iteration 126Q: 3 clusters Score -2538614 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 8335 members Entering Unmasked Estep Score: -2538612.750000 Penalty: 4749.364258 Iteration 127Q: 3 clusters Score -2538613 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 8345 members Entering Unmasked Estep Score: -2538612.250000 Penalty: 4749.364258 Iteration 128Q: 3 clusters Score -2538612 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 8354 members Entering Unmasked Estep Score: -2538611.250000 Penalty: 4749.364258 Iteration 129Q: 3 clusters Score -2538611 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 8361 members Entering Unmasked Estep Score: -2538611.750000 Penalty: 4749.364258 Iteration 130Q: 3 clusters Score -2538612 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -2538623.000000 Penalty: 4749.364258 Iteration 131Q: 3 clusters Score -2538623 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 8383 members Entering Unmasked Estep Score: -2538623.500000 Penalty: 4749.364258 Iteration 132Q: 3 clusters Score -2538624 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -2538620.500000 Penalty: 4749.364258 Iteration 133Q: 3 clusters Score -2538620 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -2538621.750000 Penalty: 4749.364258 Iteration 134Q: 3 clusters Score -2538622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -2538623.000000 Penalty: 4749.364258 Iteration 135Q: 3 clusters Score -2538623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -2538623.000000 Penalty: 4749.364258 Iteration 136Q: 3 clusters Score -2538623 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 8409 members Entering Unmasked Estep Score: -2538622.750000 Penalty: 4749.364258 Iteration 137Q: 3 clusters Score -2538623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -2538624.250000 Penalty: 4749.364258 Iteration 138Q: 3 clusters Score -2538624 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -2538624.750000 Penalty: 4749.364258 Iteration 139Q: 3 clusters Score -2538625 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 8422 members Entering Unmasked Estep Score: -2538624.500000 Penalty: 4749.364258 Iteration 140F: 3 clusters Score -2538624 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -2538630.500000 Penalty: 4749.364258 Iteration 141Q: 3 clusters Score -2538630 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 8438 members Entering Unmasked Estep Score: -2538636.500000 Penalty: 4749.364258 Iteration 142Q: 3 clusters Score -2538636 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -2538632.750000 Penalty: 4749.364258 Iteration 143Q: 3 clusters Score -2538633 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 8453 members Entering Unmasked Estep Score: -2538633.000000 Penalty: 4749.364258 Iteration 144Q: 3 clusters Score -2538633 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -2538632.250000 Penalty: 4749.364258 Iteration 145Q: 3 clusters Score -2538632 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -2538629.500000 Penalty: 4749.364258 Iteration 146Q: 3 clusters Score -2538630 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -2538627.000000 Penalty: 4749.364258 Iteration 147Q: 3 clusters Score -2538627 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -2538628.000000 Penalty: 4749.364258 Iteration 148Q: 3 clusters Score -2538628 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -2538630.250000 Penalty: 4749.364258 Iteration 149Q: 3 clusters Score -2538630 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -2538630.250000 Penalty: 4749.364258 Iteration 150Q: 3 clusters Score -2538630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -2538633.250000 Penalty: 4749.364258 Iteration 151Q: 3 clusters Score -2538633 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -2538633.250000 Penalty: 4749.364258 Iteration 152F: 3 clusters Score -2538633 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Entering Unmasked Estep Score: -1047635.312500 Penalty: 2153.731689 Iteration 0F: 2 clusters Score -1047635 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1042575.500000 Penalty: 4307.463379 Iteration 0F: 3 clusters Score -1042576 nChanged 2321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -1043890.312500 Penalty: 4307.463379 Iteration 1F: 3 clusters Score -1043890 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -1044337.687500 Penalty: 4307.463379 Iteration 2F: 3 clusters Score -1044338 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1044788.937500 Penalty: 4307.463379 Iteration 3F: 3 clusters Score -1044789 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -1045204.312500 Penalty: 4307.463379 Iteration 4F: 3 clusters Score -1045204 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -1045573.750000 Penalty: 4307.463379 Iteration 5F: 3 clusters Score -1045574 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -1045885.312500 Penalty: 4307.463379 Iteration 6F: 3 clusters Score -1045885 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -1046107.687500 Penalty: 4307.463379 Iteration 7Q: 3 clusters Score -1046108 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1046239.625000 Penalty: 4307.463379 Iteration 8Q: 3 clusters Score -1046240 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1046316.000000 Penalty: 4307.463379 Iteration 9Q: 3 clusters Score -1046316 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1046360.375000 Penalty: 4307.463379 Iteration 10Q: 3 clusters Score -1046360 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -1046395.187500 Penalty: 4307.463379 Iteration 11Q: 3 clusters Score -1046395 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1046420.187500 Penalty: 4307.463379 Iteration 12Q: 3 clusters Score -1046420 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1046444.812500 Penalty: 4307.463379 Iteration 13Q: 3 clusters Score -1046445 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1046473.500000 Penalty: 4307.463379 Iteration 14Q: 3 clusters Score -1046474 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1046492.812500 Penalty: 4307.463379 Iteration 15Q: 3 clusters Score -1046493 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -1046504.312500 Penalty: 4307.463379 Iteration 16Q: 3 clusters Score -1046504 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -1046515.000000 Penalty: 4307.463379 Iteration 17Q: 3 clusters Score -1046515 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -1046529.687500 Penalty: 4307.463379 Iteration 18Q: 3 clusters Score -1046530 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1046537.562500 Penalty: 4307.463379 Iteration 19Q: 3 clusters Score -1046538 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -1046550.812500 Penalty: 4307.463379 Iteration 20F: 3 clusters Score -1046551 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1046561.312500 Penalty: 4307.463379 Iteration 21Q: 3 clusters Score -1046561 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1046573.812500 Penalty: 4307.463379 Iteration 22Q: 3 clusters Score -1046574 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: 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Estep Score: -1046627.375000 Penalty: 4307.463379 Iteration 27Q: 3 clusters Score -1046627 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -1046634.875000 Penalty: 4307.463379 Iteration 28Q: 3 clusters Score -1046635 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -1046645.875000 Penalty: 4307.463379 Iteration 29Q: 3 clusters Score -1046646 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1046656.875000 Penalty: 4307.463379 Iteration 30Q: 3 clusters Score -1046657 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -1046674.375000 Penalty: 4307.463379 Iteration 31Q: 3 clusters Score -1046674 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -1046694.625000 Penalty: 4307.463379 Iteration 32Q: 3 clusters Score -1046695 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -1046720.187500 Penalty: 4307.463379 Iteration 33Q: 3 clusters Score -1046720 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1046751.062500 Penalty: 4307.463379 Iteration 34Q: 3 clusters Score -1046751 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1046785.000000 Penalty: 4307.463379 Iteration 35Q: 3 clusters Score -1046785 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1046814.500000 Penalty: 4307.463379 Iteration 36Q: 3 clusters Score -1046814 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1046846.500000 Penalty: 4307.463379 Iteration 37Q: 3 clusters Score -1046846 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -1046879.062500 Penalty: 4307.463379 Iteration 38Q: 3 clusters Score -1046879 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1046900.562500 Penalty: 4307.463379 Iteration 39Q: 3 clusters Score -1046901 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1046917.750000 Penalty: 4307.463379 Iteration 40F: 3 clusters Score -1046918 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -1046933.500000 Penalty: 4307.463379 Iteration 41Q: 3 clusters Score -1046934 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1046939.125000 Penalty: 4307.463379 Iteration 42Q: 3 clusters Score -1046939 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1046942.500000 Penalty: 4307.463379 Iteration 43Q: 3 clusters Score -1046942 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1046946.625000 Penalty: 4307.463379 Iteration 44Q: 3 clusters Score -1046947 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -1046948.187500 Penalty: 4307.463379 Iteration 45Q: 3 clusters Score -1046948 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1046950.125000 Penalty: 4307.463379 Iteration 46Q: 3 clusters Score -1046950 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1046950.437500 Penalty: 4307.463379 Iteration 47Q: 3 clusters Score -1046950 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -1046951.937500 Penalty: 4307.463379 Iteration 48Q: 3 clusters Score -1046952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -1046952.437500 Penalty: 4307.463379 Iteration 49Q: 3 clusters Score -1046952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1046953.062500 Penalty: 4307.463379 Iteration 50Q: 3 clusters Score -1046953 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1046953.062500 Penalty: 4307.463379 Iteration 51F: 3 clusters Score -1046953 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8669 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8669 members Entering Unmasked Estep Score: -1553116.875000 Penalty: 2248.742188 Iteration 0F: 2 clusters Score -1553117 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1546379.125000 Penalty: 4497.484375 Iteration 0F: 3 clusters Score -1546379 nChanged 3565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1548242.875000 Penalty: 4497.484375 Iteration 1F: 3 clusters Score -1548243 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -1548517.500000 Penalty: 4497.484375 Iteration 2F: 3 clusters Score -1548518 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -1548693.125000 Penalty: 4497.484375 Iteration 3Q: 3 clusters Score -1548693 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -1548858.375000 Penalty: 4497.484375 Iteration 4Q: 3 clusters Score -1548858 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -1549065.250000 Penalty: 4497.484375 Iteration 5Q: 3 clusters Score -1549065 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -1549305.750000 Penalty: 4497.484375 Iteration 6Q: 3 clusters Score -1549306 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -1549608.000000 Penalty: 4497.484375 Iteration 7Q: 3 clusters Score -1549608 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -1549929.875000 Penalty: 4497.484375 Iteration 8Q: 3 clusters Score -1549930 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -1550240.250000 Penalty: 4497.484375 Iteration 9Q: 3 clusters Score -1550240 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -1550476.250000 Penalty: 4497.484375 Iteration 10Q: 3 clusters Score -1550476 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -1550641.375000 Penalty: 4497.484375 Iteration 11Q: 3 clusters Score -1550641 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -1550757.500000 Penalty: 4497.484375 Iteration 12Q: 3 clusters Score -1550758 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -1550837.500000 Penalty: 4497.484375 Iteration 13Q: 3 clusters Score -1550838 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -1550905.875000 Penalty: 4497.484375 Iteration 14Q: 3 clusters Score -1550906 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -1550951.000000 Penalty: 4497.484375 Iteration 15Q: 3 clusters Score -1550951 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -1550973.875000 Penalty: 4497.484375 Iteration 16Q: 3 clusters Score -1550974 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -1550992.625000 Penalty: 4497.484375 Iteration 17Q: 3 clusters Score -1550993 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -1551000.750000 Penalty: 4497.484375 Iteration 18Q: 3 clusters Score -1551001 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -1551005.625000 Penalty: 4497.484375 Iteration 19Q: 3 clusters Score -1551006 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -1551010.000000 Penalty: 4497.484375 Iteration 20F: 3 clusters Score -1551010 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -1551015.875000 Penalty: 4497.484375 Iteration 21Q: 3 clusters Score -1551016 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -1551023.125000 Penalty: 4497.484375 Iteration 22Q: 3 clusters Score -1551023 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -1551023.500000 Penalty: 4497.484375 Iteration 23Q: 3 clusters Score -1551024 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -1551022.250000 Penalty: 4497.484375 Iteration 24Q: 3 clusters Score -1551022 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -1551024.625000 Penalty: 4497.484375 Iteration 25Q: 3 clusters Score -1551025 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -1551027.250000 Penalty: 4497.484375 Iteration 26Q: 3 clusters Score -1551027 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -1551029.000000 Penalty: 4497.484375 Iteration 27Q: 3 clusters Score -1551029 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -1551038.375000 Penalty: 4497.484375 Iteration 28Q: 3 clusters Score -1551038 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1551039.875000 Penalty: 4497.484375 Iteration 29Q: 3 clusters Score -1551040 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -1551038.750000 Penalty: 4497.484375 Iteration 30Q: 3 clusters Score -1551039 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -1551046.500000 Penalty: 4497.484375 Iteration 31Q: 3 clusters Score -1551046 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -1551049.125000 Penalty: 4497.484375 Iteration 32Q: 3 clusters Score -1551049 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 7085 members Entering Unmasked Estep Score: -1551054.375000 Penalty: 4497.484375 Iteration 33Q: 3 clusters Score -1551054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -1551057.875000 Penalty: 4497.484375 Iteration 34Q: 3 clusters Score -1551058 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 7096 members Entering Unmasked Estep Score: -1551057.875000 Penalty: 4497.484375 Iteration 35Q: 3 clusters Score -1551058 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -1551064.500000 Penalty: 4497.484375 Iteration 36Q: 3 clusters Score -1551064 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -1551063.375000 Penalty: 4497.484375 Iteration 37Q: 3 clusters Score -1551063 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -1551066.750000 Penalty: 4497.484375 Iteration 38Q: 3 clusters Score -1551067 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -1551068.125000 Penalty: 4497.484375 Iteration 39Q: 3 clusters Score -1551068 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -1551068.500000 Penalty: 4497.484375 Iteration 40F: 3 clusters Score -1551068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -1551065.000000 Penalty: 4497.484375 Iteration 41Q: 3 clusters Score -1551065 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -1551068.125000 Penalty: 4497.484375 Iteration 42Q: 3 clusters Score -1551068 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -1551073.500000 Penalty: 4497.484375 Iteration 43Q: 3 clusters Score -1551074 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -1551074.375000 Penalty: 4497.484375 Iteration 44Q: 3 clusters Score -1551074 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -1551076.250000 Penalty: 4497.484375 Iteration 45Q: 3 clusters Score -1551076 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -1551077.250000 Penalty: 4497.484375 Iteration 46Q: 3 clusters Score -1551077 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -1551079.000000 Penalty: 4497.484375 Iteration 47Q: 3 clusters Score -1551079 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -1551077.875000 Penalty: 4497.484375 Iteration 48Q: 3 clusters Score -1551078 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -1551078.375000 Penalty: 4497.484375 Iteration 49Q: 3 clusters Score -1551078 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -1551078.375000 Penalty: 4497.484375 Iteration 50F: 3 clusters Score -1551078 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Entering Unmasked Estep Score: -326220.062500 Penalty: 1880.013550 Iteration 0F: 2 clusters Score -326220.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -323635.312500 Penalty: 3760.027100 Iteration 0F: 3 clusters Score -323635.3 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -324141.187500 Penalty: 3760.027100 Iteration 1F: 3 clusters Score -324141.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -324393.750000 Penalty: 3760.027100 Iteration 2F: 3 clusters Score -324393.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -324612.187500 Penalty: 3760.027100 Iteration 3F: 3 clusters Score -324612.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -324786.375000 Penalty: 3760.027100 Iteration 4F: 3 clusters Score -324786.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -324973.187500 Penalty: 3760.027100 Iteration 5F: 3 clusters Score -324973.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -325121.062500 Penalty: 3760.027100 Iteration 6F: 3 clusters Score -325121.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -325257.062500 Penalty: 3760.027100 Iteration 7Q: 3 clusters Score -325257.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -325357.531250 Penalty: 3760.027100 Iteration 8Q: 3 clusters Score -325357.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -325421.906250 Penalty: 3760.027100 Iteration 9Q: 3 clusters Score -325421.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -325483.125000 Penalty: 3760.027100 Iteration 10Q: 3 clusters Score -325483.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -325540.437500 Penalty: 3760.027100 Iteration 11Q: 3 clusters Score -325540.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -325594.968750 Penalty: 3760.027100 Iteration 12Q: 3 clusters Score -325595 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -325640.156250 Penalty: 3760.027100 Iteration 13Q: 3 clusters Score -325640.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -325672.718750 Penalty: 3760.027100 Iteration 14Q: 3 clusters Score -325672.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -325718.875000 Penalty: 3760.027100 Iteration 15Q: 3 clusters Score -325718.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -325747.562500 Penalty: 3760.027100 Iteration 16Q: 3 clusters Score -325747.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -325772.500000 Penalty: 3760.027100 Iteration 17Q: 3 clusters Score -325772.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -325794.500000 Penalty: 3760.027100 Iteration 18Q: 3 clusters Score -325794.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -325809.125000 Penalty: 3760.027100 Iteration 19Q: 3 clusters Score -325809.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -325822.968750 Penalty: 3760.027100 Iteration 20F: 3 clusters Score -325823 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -325831.187500 Penalty: 3760.027100 Iteration 21Q: 3 clusters Score -325831.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -325838.593750 Penalty: 3760.027100 Iteration 22Q: 3 clusters Score -325838.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -325841.593750 Penalty: 3760.027100 Iteration 23Q: 3 clusters Score -325841.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -325846.312500 Penalty: 3760.027100 Iteration 24Q: 3 clusters Score -325846.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -325848.375000 Penalty: 3760.027100 Iteration 25Q: 3 clusters Score -325848.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -325851.437500 Penalty: 3760.027100 Iteration 26Q: 3 clusters Score -325851.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -325851.375000 Penalty: 3760.027100 Iteration 27Q: 3 clusters Score -325851.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -325852.093750 Penalty: 3760.027100 Iteration 28Q: 3 clusters Score -325852.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -325852.093750 Penalty: 3760.027100 Iteration 29F: 3 clusters Score -325852.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Entering Unmasked Estep Score: -77968.859375 Penalty: 1542.212891 Iteration 0F: 2 clusters Score -77968.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -76499.078125 Penalty: 3084.425781 Iteration 0F: 3 clusters Score -76499.08 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -76697.265625 Penalty: 3084.425781 Iteration 1F: 3 clusters Score -76697.27 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -76795.937500 Penalty: 3084.425781 Iteration 2F: 3 clusters Score -76795.94 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -76947.960938 Penalty: 3084.425781 Iteration 3F: 3 clusters Score -76947.96 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -77052.421875 Penalty: 3084.425781 Iteration 4Q: 3 clusters Score -77052.42 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -77182.023438 Penalty: 3084.425781 Iteration 5Q: 3 clusters Score -77182.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -77359.234375 Penalty: 3084.425781 Iteration 6Q: 3 clusters Score -77359.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -77549.875000 Penalty: 3084.425781 Iteration 7Q: 3 clusters Score -77549.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -77592.875000 Penalty: 3084.425781 Iteration 8Q: 3 clusters Score -77592.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -77604.492188 Penalty: 3084.425781 Iteration 9Q: 3 clusters Score -77604.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -77605.632812 Penalty: 3084.425781 Iteration 10Q: 3 clusters Score -77605.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -77612.085938 Penalty: 3084.425781 Iteration 11Q: 3 clusters Score -77612.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -77622.351562 Penalty: 3084.425781 Iteration 12F: 3 clusters Score -77622.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -77666.398438 Penalty: 3084.425781 Iteration 13Q: 3 clusters Score -77666.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77679.101562 Penalty: 3084.425781 Iteration 14Q: 3 clusters Score -77679.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -77687.851562 Penalty: 3084.425781 Iteration 15Q: 3 clusters Score -77687.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -77700.109375 Penalty: 3084.425781 Iteration 16Q: 3 clusters Score -77700.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -77704.867188 Penalty: 3084.425781 Iteration 17Q: 3 clusters Score -77704.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -77706.890625 Penalty: 3084.425781 Iteration 18Q: 3 clusters Score -77706.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -77709.664062 Penalty: 3084.425781 Iteration 19Q: 3 clusters Score -77709.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -77717.304688 Penalty: 3084.425781 Iteration 20F: 3 clusters Score -77717.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -77732.187500 Penalty: 3084.425781 Iteration 21Q: 3 clusters Score -77732.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -77763.031250 Penalty: 3084.425781 Iteration 22Q: 3 clusters Score -77763.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -77781.054688 Penalty: 3084.425781 Iteration 23Q: 3 clusters Score -77781.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -77808.390625 Penalty: 3084.425781 Iteration 24Q: 3 clusters Score -77808.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -77809.859375 Penalty: 3084.425781 Iteration 25Q: 3 clusters Score -77809.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -77811.625000 Penalty: 3084.425781 Iteration 26Q: 3 clusters Score -77811.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -77815.367188 Penalty: 3084.425781 Iteration 27Q: 3 clusters Score -77815.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -77821.023438 Penalty: 3084.425781 Iteration 28Q: 3 clusters Score -77821.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -77826.101562 Penalty: 3084.425781 Iteration 29Q: 3 clusters Score -77826.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -77834.914062 Penalty: 3084.425781 Iteration 30Q: 3 clusters Score -77834.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -77834.914062 Penalty: 3084.425781 Iteration 31F: 3 clusters Score -77834.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Entering Unmasked Estep Score: -23339.447266 Penalty: 1299.953247 Iteration 0F: 2 clusters Score -23339.45 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 99 members Entering Unmasked Estep Score: -22292.531250 Penalty: 2599.906494 Iteration 0F: 3 clusters Score -22292.53 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -22354.765625 Penalty: 2599.906494 Iteration 1F: 3 clusters Score -22354.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -22358.904297 Penalty: 2599.906494 Iteration 2Q: 3 clusters Score -22358.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -22358.904297 Penalty: 2599.906494 Iteration 3F: 3 clusters Score -22358.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Entering Unmasked Estep Score: -1097961.125000 Penalty: 2165.651611 Iteration 0F: 2 clusters Score -1097961 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -1092639.750000 Penalty: 4331.303223 Iteration 0F: 3 clusters Score -1092640 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -1094069.125000 Penalty: 4331.303223 Iteration 1F: 3 clusters Score -1094069 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1094336.750000 Penalty: 4331.303223 Iteration 2F: 3 clusters Score -1094337 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -1094524.500000 Penalty: 4331.303223 Iteration 3Q: 3 clusters Score -1094524 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -1094698.375000 Penalty: 4331.303223 Iteration 4Q: 3 clusters Score -1094698 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -1094838.625000 Penalty: 4331.303223 Iteration 5Q: 3 clusters Score -1094839 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -1094948.625000 Penalty: 4331.303223 Iteration 6Q: 3 clusters Score -1094949 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1095048.500000 Penalty: 4331.303223 Iteration 7Q: 3 clusters Score -1095048 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -1095131.000000 Penalty: 4331.303223 Iteration 8Q: 3 clusters Score -1095131 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1095207.625000 Penalty: 4331.303223 Iteration 9Q: 3 clusters Score -1095208 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1095286.125000 Penalty: 4331.303223 Iteration 10Q: 3 clusters Score -1095286 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -1095373.750000 Penalty: 4331.303223 Iteration 11Q: 3 clusters Score -1095374 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -1095473.625000 Penalty: 4331.303223 Iteration 12Q: 3 clusters Score -1095474 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1095586.875000 Penalty: 4331.303223 Iteration 13Q: 3 clusters Score -1095587 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1095696.250000 Penalty: 4331.303223 Iteration 14Q: 3 clusters Score -1095696 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -1095795.875000 Penalty: 4331.303223 Iteration 15Q: 3 clusters Score -1095796 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -1095884.125000 Penalty: 4331.303223 Iteration 16Q: 3 clusters Score -1095884 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -1095966.625000 Penalty: 4331.303223 Iteration 17Q: 3 clusters Score -1095967 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -1096034.875000 Penalty: 4331.303223 Iteration 18Q: 3 clusters Score -1096035 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -1096105.750000 Penalty: 4331.303223 Iteration 19Q: 3 clusters Score -1096106 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1096177.500000 Penalty: 4331.303223 Iteration 20F: 3 clusters Score -1096178 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1096224.000000 Penalty: 4331.303223 Iteration 21Q: 3 clusters Score -1096224 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -1096247.375000 Penalty: 4331.303223 Iteration 22Q: 3 clusters Score -1096247 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -1096269.625000 Penalty: 4331.303223 Iteration 23Q: 3 clusters Score -1096270 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -1096289.250000 Penalty: 4331.303223 Iteration 24Q: 3 clusters Score -1096289 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -1096309.375000 Penalty: 4331.303223 Iteration 25Q: 3 clusters Score -1096309 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -1096326.125000 Penalty: 4331.303223 Iteration 26Q: 3 clusters Score -1096326 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -1096339.250000 Penalty: 4331.303223 Iteration 27Q: 3 clusters Score -1096339 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -1096349.000000 Penalty: 4331.303223 Iteration 28Q: 3 clusters Score -1096349 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -1096360.875000 Penalty: 4331.303223 Iteration 29Q: 3 clusters Score -1096361 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -1096366.750000 Penalty: 4331.303223 Iteration 30Q: 3 clusters Score -1096367 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -1096374.500000 Penalty: 4331.303223 Iteration 31Q: 3 clusters Score -1096374 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 5335 members Entering Unmasked Estep Score: -1096383.375000 Penalty: 4331.303223 Iteration 32Q: 3 clusters Score -1096383 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -1096392.000000 Penalty: 4331.303223 Iteration 33Q: 3 clusters Score -1096392 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1096399.500000 Penalty: 4331.303223 Iteration 34Q: 3 clusters Score -1096400 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -1096407.625000 Penalty: 4331.303223 Iteration 35Q: 3 clusters Score -1096408 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -1096414.750000 Penalty: 4331.303223 Iteration 36Q: 3 clusters Score -1096415 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -1096418.625000 Penalty: 4331.303223 Iteration 37Q: 3 clusters Score -1096419 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1096421.875000 Penalty: 4331.303223 Iteration 38Q: 3 clusters Score -1096422 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -1096423.125000 Penalty: 4331.303223 Iteration 39Q: 3 clusters Score -1096423 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -1096424.000000 Penalty: 4331.303223 Iteration 40F: 3 clusters Score -1096424 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -1096425.250000 Penalty: 4331.303223 Iteration 41Q: 3 clusters Score -1096425 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -1096425.250000 Penalty: 4331.303223 Iteration 42F: 3 clusters Score -1096425 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Entering Unmasked Estep Score: -196898.562500 Penalty: 1772.789795 Iteration 0F: 2 clusters Score -196898.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -194797.484375 Penalty: 3545.579590 Iteration 0F: 3 clusters Score -194797.5 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -195222.078125 Penalty: 3545.579590 Iteration 1F: 3 clusters Score -195222.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -195391.171875 Penalty: 3545.579590 Iteration 2F: 3 clusters Score -195391.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -195525.484375 Penalty: 3545.579590 Iteration 3F: 3 clusters Score -195525.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -195629.046875 Penalty: 3545.579590 Iteration 4Q: 3 clusters Score -195629 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -195697.328125 Penalty: 3545.579590 Iteration 5Q: 3 clusters Score -195697.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -195754.703125 Penalty: 3545.579590 Iteration 6Q: 3 clusters Score -195754.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -195799.828125 Penalty: 3545.579590 Iteration 7Q: 3 clusters Score -195799.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -195836.406250 Penalty: 3545.579590 Iteration 8Q: 3 clusters Score -195836.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -195861.968750 Penalty: 3545.579590 Iteration 9Q: 3 clusters Score -195862 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -195876.218750 Penalty: 3545.579590 Iteration 10Q: 3 clusters Score -195876.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -195883.359375 Penalty: 3545.579590 Iteration 11Q: 3 clusters Score -195883.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -195889.671875 Penalty: 3545.579590 Iteration 12Q: 3 clusters Score -195889.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -195895.500000 Penalty: 3545.579590 Iteration 13Q: 3 clusters Score -195895.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -195898.093750 Penalty: 3545.579590 Iteration 14Q: 3 clusters Score -195898.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -195900.593750 Penalty: 3545.579590 Iteration 15Q: 3 clusters Score -195900.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -195903.968750 Penalty: 3545.579590 Iteration 16Q: 3 clusters Score -195904 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -195905.765625 Penalty: 3545.579590 Iteration 17Q: 3 clusters Score -195905.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -195909.234375 Penalty: 3545.579590 Iteration 18Q: 3 clusters Score -195909.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -195913.140625 Penalty: 3545.579590 Iteration 19Q: 3 clusters Score -195913.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -195914.140625 Penalty: 3545.579590 Iteration 20F: 3 clusters Score -195914.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -195914.750000 Penalty: 3545.579590 Iteration 21Q: 3 clusters Score -195914.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -195914.750000 Penalty: 3545.579590 Iteration 22F: 3 clusters Score -195914.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -46737.449219 Penalty: 1394.756348 Iteration 0F: 2 clusters Score -46737.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -45621.042969 Penalty: 2789.512695 Iteration 0F: 3 clusters Score -45621.04 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -45891.000000 Penalty: 2789.512695 Iteration 1F: 3 clusters Score -45891 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -46151.632812 Penalty: 2789.512695 Iteration 2F: 3 clusters Score -46151.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -46212.250000 Penalty: 2789.512695 Iteration 3Q: 3 clusters Score -46212.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -46247.070312 Penalty: 2789.512695 Iteration 4Q: 3 clusters Score -46247.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -46247.070312 Penalty: 2789.512695 Iteration 5F: 3 clusters Score -46247.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -262819.968750 Penalty: 1826.093262 Iteration 0F: 2 clusters Score -262820 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -260529.109375 Penalty: 3652.186523 Iteration 0F: 3 clusters Score -260529.1 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -260986.046875 Penalty: 3652.186523 Iteration 1F: 3 clusters Score -260986 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -261226.578125 Penalty: 3652.186523 Iteration 2F: 3 clusters Score -261226.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -261438.843750 Penalty: 3652.186523 Iteration 3F: 3 clusters Score -261438.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -261571.312500 Penalty: 3652.186523 Iteration 4F: 3 clusters Score -261571.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -261651.843750 Penalty: 3652.186523 Iteration 5Q: 3 clusters Score -261651.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -261720.343750 Penalty: 3652.186523 Iteration 6Q: 3 clusters Score -261720.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -261778.062500 Penalty: 3652.186523 Iteration 7Q: 3 clusters Score -261778.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -261806.062500 Penalty: 3652.186523 Iteration 8Q: 3 clusters Score -261806.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -261824.031250 Penalty: 3652.186523 Iteration 9Q: 3 clusters Score -261824 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -261835.953125 Penalty: 3652.186523 Iteration 10Q: 3 clusters Score -261836 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -261843.031250 Penalty: 3652.186523 Iteration 11Q: 3 clusters Score -261843 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -261848.015625 Penalty: 3652.186523 Iteration 12Q: 3 clusters Score -261848 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -261852.671875 Penalty: 3652.186523 Iteration 13Q: 3 clusters Score -261852.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -261854.578125 Penalty: 3652.186523 Iteration 14Q: 3 clusters Score -261854.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -261856.718750 Penalty: 3652.186523 Iteration 15Q: 3 clusters Score -261856.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -261858.578125 Penalty: 3652.186523 Iteration 16Q: 3 clusters Score -261858.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -261860.140625 Penalty: 3652.186523 Iteration 17Q: 3 clusters Score -261860.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -261863.984375 Penalty: 3652.186523 Iteration 18Q: 3 clusters Score -261864 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -261868.312500 Penalty: 3652.186523 Iteration 19Q: 3 clusters Score -261868.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -261874.062500 Penalty: 3652.186523 Iteration 20F: 3 clusters Score -261874.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -261880.453125 Penalty: 3652.186523 Iteration 21Q: 3 clusters Score -261880.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -261884.625000 Penalty: 3652.186523 Iteration 22Q: 3 clusters Score -261884.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -261884.625000 Penalty: 3652.186523 Iteration 23F: 3 clusters Score -261884.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (629 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Entering Unmasked Estep Score: -105036.304688 Penalty: 1598.144531 Iteration 0F: 2 clusters Score -105036.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -103432.109375 Penalty: 3196.289062 Iteration 0F: 3 clusters Score -103432.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -103731.531250 Penalty: 3196.289062 Iteration 1F: 3 clusters Score -103731.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -103941.914062 Penalty: 3196.289062 Iteration 2F: 3 clusters Score -103941.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -104152.554688 Penalty: 3196.289062 Iteration 3F: 3 clusters Score -104152.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -104384.359375 Penalty: 3196.289062 Iteration 4F: 3 clusters Score -104384.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -104579.351562 Penalty: 3196.289062 Iteration 5Q: 3 clusters Score -104579.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -104650.765625 Penalty: 3196.289062 Iteration 6Q: 3 clusters Score -104650.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -104689.390625 Penalty: 3196.289062 Iteration 7Q: 3 clusters Score -104689.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -104708.281250 Penalty: 3196.289062 Iteration 8Q: 3 clusters Score -104708.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -104708.281250 Penalty: 3196.289062 Iteration 9F: 3 clusters Score -104708.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Entering Unmasked Estep Score: -113372.796875 Penalty: 1624.313354 Iteration 0F: 2 clusters Score -113372.8 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 353 members Entering Unmasked Estep Score: -111704.773438 Penalty: 3248.626709 Iteration 0F: 3 clusters Score -111704.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -112007.984375 Penalty: 3248.626709 Iteration 1F: 3 clusters Score -112008 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -112138.609375 Penalty: 3248.626709 Iteration 2F: 3 clusters Score -112138.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -112292.593750 Penalty: 3248.626709 Iteration 3F: 3 clusters Score -112292.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -112532.984375 Penalty: 3248.626709 Iteration 4F: 3 clusters Score -112533 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -112742.070312 Penalty: 3248.626709 Iteration 5F: 3 clusters Score -112742.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -112886.398438 Penalty: 3248.626709 Iteration 6Q: 3 clusters Score -112886.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -112954.976562 Penalty: 3248.626709 Iteration 7Q: 3 clusters Score -112955 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -112996.953125 Penalty: 3248.626709 Iteration 8Q: 3 clusters Score -112997 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -113020.320312 Penalty: 3248.626709 Iteration 9Q: 3 clusters Score -113020.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -113034.406250 Penalty: 3248.626709 Iteration 10Q: 3 clusters Score -113034.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -113046.945312 Penalty: 3248.626709 Iteration 11Q: 3 clusters Score -113046.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -113052.718750 Penalty: 3248.626709 Iteration 12Q: 3 clusters Score -113052.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -113060.226562 Penalty: 3248.626709 Iteration 13Q: 3 clusters Score -113060.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -113064.773438 Penalty: 3248.626709 Iteration 14Q: 3 clusters Score -113064.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -113067.093750 Penalty: 3248.626709 Iteration 15Q: 3 clusters Score -113067.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -113067.093750 Penalty: 3248.626709 Iteration 16F: 3 clusters Score -113067.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Entering Unmasked Estep Score: -786397.437500 Penalty: 2091.639160 Iteration 0F: 2 clusters Score -786397.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -782115.000000 Penalty: 4183.278320 Iteration 0F: 3 clusters Score -782115 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -783075.562500 Penalty: 4183.278320 Iteration 1F: 3 clusters Score -783075.6 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -783378.312500 Penalty: 4183.278320 Iteration 2F: 3 clusters Score -783378.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -783673.375000 Penalty: 4183.278320 Iteration 3F: 3 clusters Score -783673.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -783936.812500 Penalty: 4183.278320 Iteration 4F: 3 clusters Score -783936.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -784197.687500 Penalty: 4183.278320 Iteration 5F: 3 clusters Score -784197.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -784407.500000 Penalty: 4183.278320 Iteration 6F: 3 clusters Score -784407.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -784574.937500 Penalty: 4183.278320 Iteration 7Q: 3 clusters Score -784574.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -784707.812500 Penalty: 4183.278320 Iteration 8Q: 3 clusters Score -784707.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -784820.125000 Penalty: 4183.278320 Iteration 9Q: 3 clusters Score -784820.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -784900.687500 Penalty: 4183.278320 Iteration 10Q: 3 clusters Score -784900.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -784949.687500 Penalty: 4183.278320 Iteration 11Q: 3 clusters Score -784949.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -784993.937500 Penalty: 4183.278320 Iteration 12Q: 3 clusters Score -784993.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -785033.375000 Penalty: 4183.278320 Iteration 13Q: 3 clusters Score -785033.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -785063.437500 Penalty: 4183.278320 Iteration 14Q: 3 clusters Score -785063.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -785088.937500 Penalty: 4183.278320 Iteration 15Q: 3 clusters Score -785088.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -785108.375000 Penalty: 4183.278320 Iteration 16Q: 3 clusters Score -785108.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -785123.062500 Penalty: 4183.278320 Iteration 17Q: 3 clusters Score -785123.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -785135.125000 Penalty: 4183.278320 Iteration 18Q: 3 clusters Score -785135.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -785151.250000 Penalty: 4183.278320 Iteration 19Q: 3 clusters Score -785151.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -785159.187500 Penalty: 4183.278320 Iteration 20F: 3 clusters Score -785159.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -785168.625000 Penalty: 4183.278320 Iteration 21Q: 3 clusters Score -785168.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -785176.875000 Penalty: 4183.278320 Iteration 22Q: 3 clusters Score -785176.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -785181.937500 Penalty: 4183.278320 Iteration 23Q: 3 clusters Score -785181.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -785184.437500 Penalty: 4183.278320 Iteration 24Q: 3 clusters Score -785184.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -785189.937500 Penalty: 4183.278320 Iteration 25Q: 3 clusters Score -785189.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -785192.750000 Penalty: 4183.278320 Iteration 26Q: 3 clusters Score -785192.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -785193.250000 Penalty: 4183.278320 Iteration 27Q: 3 clusters Score -785193.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -785194.250000 Penalty: 4183.278320 Iteration 28Q: 3 clusters Score -785194.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -785196.625000 Penalty: 4183.278320 Iteration 29Q: 3 clusters Score -785196.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -785201.812500 Penalty: 4183.278320 Iteration 30Q: 3 clusters Score -785201.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -785205.062500 Penalty: 4183.278320 Iteration 31Q: 3 clusters Score -785205.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -785205.625000 Penalty: 4183.278320 Iteration 32Q: 3 clusters Score -785205.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -785209.187500 Penalty: 4183.278320 Iteration 33Q: 3 clusters Score -785209.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -785210.500000 Penalty: 4183.278320 Iteration 34Q: 3 clusters Score -785210.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -785212.312500 Penalty: 4183.278320 Iteration 35Q: 3 clusters Score -785212.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -785212.000000 Penalty: 4183.278320 Iteration 36Q: 3 clusters Score -785212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -785212.000000 Penalty: 4183.278320 Iteration 37F: 3 clusters Score -785212 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Entering Unmasked Estep Score: -379235.531250 Penalty: 1915.662842 Iteration 0F: 2 clusters Score -379235.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -376466.562500 Penalty: 3831.325684 Iteration 0F: 3 clusters Score -376466.6 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -377036.656250 Penalty: 3831.325684 Iteration 1F: 3 clusters Score -377036.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -377305.656250 Penalty: 3831.325684 Iteration 2F: 3 clusters Score -377305.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -377489.187500 Penalty: 3831.325684 Iteration 3F: 3 clusters Score -377489.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -377620.687500 Penalty: 3831.325684 Iteration 4F: 3 clusters Score -377620.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -377791.312500 Penalty: 3831.325684 Iteration 5F: 3 clusters Score -377791.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -377967.187500 Penalty: 3831.325684 Iteration 6F: 3 clusters Score -377967.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -378091.406250 Penalty: 3831.325684 Iteration 7Q: 3 clusters Score -378091.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -378205.062500 Penalty: 3831.325684 Iteration 8Q: 3 clusters Score -378205.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -378279.875000 Penalty: 3831.325684 Iteration 9Q: 3 clusters Score -378279.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -378340.250000 Penalty: 3831.325684 Iteration 10Q: 3 clusters Score -378340.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -378377.781250 Penalty: 3831.325684 Iteration 11Q: 3 clusters Score -378377.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -378404.062500 Penalty: 3831.325684 Iteration 12Q: 3 clusters Score -378404.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -378419.312500 Penalty: 3831.325684 Iteration 13Q: 3 clusters Score -378419.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -378431.687500 Penalty: 3831.325684 Iteration 14Q: 3 clusters Score -378431.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -378448.218750 Penalty: 3831.325684 Iteration 15Q: 3 clusters Score -378448.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -378459.250000 Penalty: 3831.325684 Iteration 16Q: 3 clusters Score -378459.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -378467.875000 Penalty: 3831.325684 Iteration 17Q: 3 clusters Score -378467.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -378476.343750 Penalty: 3831.325684 Iteration 18Q: 3 clusters Score -378476.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -378487.718750 Penalty: 3831.325684 Iteration 19Q: 3 clusters Score -378487.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -378491.750000 Penalty: 3831.325684 Iteration 20F: 3 clusters Score -378491.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -378498.187500 Penalty: 3831.325684 Iteration 21Q: 3 clusters Score -378498.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -378509.562500 Penalty: 3831.325684 Iteration 22Q: 3 clusters Score -378509.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -378518.437500 Penalty: 3831.325684 Iteration 23Q: 3 clusters Score -378518.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -378522.718750 Penalty: 3831.325684 Iteration 24Q: 3 clusters Score -378522.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -378525.125000 Penalty: 3831.325684 Iteration 25Q: 3 clusters Score -378525.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -378528.468750 Penalty: 3831.325684 Iteration 26Q: 3 clusters Score -378528.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -378530.093750 Penalty: 3831.325684 Iteration 27Q: 3 clusters Score -378530.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -378531.500000 Penalty: 3831.325684 Iteration 28Q: 3 clusters Score -378531.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -378533.343750 Penalty: 3831.325684 Iteration 29Q: 3 clusters Score -378533.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -378535.031250 Penalty: 3831.325684 Iteration 30Q: 3 clusters Score -378535 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -378535.312500 Penalty: 3831.325684 Iteration 31Q: 3 clusters Score -378535.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -378535.312500 Penalty: 3831.325684 Iteration 32F: 3 clusters Score -378535.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Entering Unmasked Estep Score: -22533.421875 Penalty: 1405.273804 Iteration 0F: 2 clusters Score -22533.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -21576.972656 Penalty: 2810.547607 Iteration 0F: 3 clusters Score -21576.97 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -21786.980469 Penalty: 2810.547607 Iteration 1F: 3 clusters Score -21786.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -21840.068359 Penalty: 2810.547607 Iteration 2F: 3 clusters Score -21840.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -21874.244141 Penalty: 2810.547607 Iteration 3Q: 3 clusters Score -21874.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -21899.726562 Penalty: 2810.547607 Iteration 4Q: 3 clusters Score -21899.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -21916.882812 Penalty: 2810.547607 Iteration 5Q: 3 clusters Score -21916.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -21927.720703 Penalty: 2810.547607 Iteration 6Q: 3 clusters Score -21927.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -21938.908203 Penalty: 2810.547607 Iteration 7Q: 3 clusters Score -21938.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -21948.875000 Penalty: 2810.547607 Iteration 8Q: 3 clusters Score -21948.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -21953.457031 Penalty: 2810.547607 Iteration 9Q: 3 clusters Score -21953.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -21964.992188 Penalty: 2810.547607 Iteration 10Q: 3 clusters Score -21964.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -21985.859375 Penalty: 2810.547607 Iteration 11Q: 3 clusters Score -21985.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -21992.675781 Penalty: 2810.547607 Iteration 12Q: 3 clusters Score -21992.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -21999.728516 Penalty: 2810.547607 Iteration 13Q: 3 clusters Score -21999.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -22006.394531 Penalty: 2810.547607 Iteration 14Q: 3 clusters Score -22006.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -22008.095703 Penalty: 2810.547607 Iteration 15Q: 3 clusters Score -22008.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -22008.095703 Penalty: 2810.547607 Iteration 16F: 3 clusters Score -22008.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Entering Unmasked Estep Score: -557944.187500 Penalty: 2018.798340 Iteration 0F: 2 clusters Score -557944.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -554425.000000 Penalty: 4037.596680 Iteration 0F: 3 clusters Score -554425 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -555519.062500 Penalty: 4037.596680 Iteration 1F: 3 clusters Score -555519.1 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -556052.062500 Penalty: 4037.596680 Iteration 2F: 3 clusters Score -556052.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -556458.250000 Penalty: 4037.596680 Iteration 3F: 3 clusters Score -556458.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -556710.750000 Penalty: 4037.596680 Iteration 4F: 3 clusters Score -556710.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -556924.312500 Penalty: 4037.596680 Iteration 5Q: 3 clusters Score -556924.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -557073.625000 Penalty: 4037.596680 Iteration 6Q: 3 clusters Score -557073.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -557149.750000 Penalty: 4037.596680 Iteration 7Q: 3 clusters Score -557149.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -557196.562500 Penalty: 4037.596680 Iteration 8Q: 3 clusters Score -557196.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -557222.937500 Penalty: 4037.596680 Iteration 9Q: 3 clusters Score -557222.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -557247.500000 Penalty: 4037.596680 Iteration 10Q: 3 clusters Score -557247.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -557269.500000 Penalty: 4037.596680 Iteration 11Q: 3 clusters Score -557269.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -557286.812500 Penalty: 4037.596680 Iteration 12Q: 3 clusters Score -557286.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -557300.375000 Penalty: 4037.596680 Iteration 13Q: 3 clusters Score -557300.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -557314.312500 Penalty: 4037.596680 Iteration 14Q: 3 clusters Score -557314.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -557323.875000 Penalty: 4037.596680 Iteration 15Q: 3 clusters Score -557323.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -557332.312500 Penalty: 4037.596680 Iteration 16Q: 3 clusters Score -557332.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -557347.187500 Penalty: 4037.596680 Iteration 17Q: 3 clusters Score -557347.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -557375.250000 Penalty: 4037.596680 Iteration 18Q: 3 clusters Score -557375.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -557399.500000 Penalty: 4037.596680 Iteration 19Q: 3 clusters Score -557399.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -557426.187500 Penalty: 4037.596680 Iteration 20F: 3 clusters Score -557426.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -557456.687500 Penalty: 4037.596680 Iteration 21Q: 3 clusters Score -557456.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -557483.250000 Penalty: 4037.596680 Iteration 22Q: 3 clusters Score -557483.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -557509.375000 Penalty: 4037.596680 Iteration 23Q: 3 clusters Score -557509.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -557525.125000 Penalty: 4037.596680 Iteration 24Q: 3 clusters Score -557525.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -557531.250000 Penalty: 4037.596680 Iteration 25Q: 3 clusters Score -557531.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -557535.312500 Penalty: 4037.596680 Iteration 26Q: 3 clusters Score -557535.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -557538.437500 Penalty: 4037.596680 Iteration 27Q: 3 clusters Score -557538.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -557540.062500 Penalty: 4037.596680 Iteration 28Q: 3 clusters Score -557540.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -557541.750000 Penalty: 4037.596680 Iteration 29Q: 3 clusters Score -557541.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -557542.312500 Penalty: 4037.596680 Iteration 30Q: 3 clusters Score -557542.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -557543.812500 Penalty: 4037.596680 Iteration 31Q: 3 clusters Score -557543.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -557544.437500 Penalty: 4037.596680 Iteration 32Q: 3 clusters Score -557544.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -557544.750000 Penalty: 4037.596680 Iteration 33Q: 3 clusters Score -557544.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -557544.750000 Penalty: 4037.596680 Iteration 34F: 3 clusters Score -557544.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Entering Unmasked Estep Score: -1093707.250000 Penalty: 2172.203125 Iteration 0F: 2 clusters Score -1093707 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -1088321.000000 Penalty: 4344.406250 Iteration 0F: 3 clusters Score -1088321 nChanged 2544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1089731.500000 Penalty: 4344.406250 Iteration 1F: 3 clusters Score -1089732 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -1089990.625000 Penalty: 4344.406250 Iteration 2F: 3 clusters Score -1089991 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1090160.125000 Penalty: 4344.406250 Iteration 3Q: 3 clusters Score -1090160 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1090306.625000 Penalty: 4344.406250 Iteration 4Q: 3 clusters Score -1090307 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -1090444.875000 Penalty: 4344.406250 Iteration 5Q: 3 clusters Score -1090445 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1090566.750000 Penalty: 4344.406250 Iteration 6Q: 3 clusters Score -1090567 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1090664.750000 Penalty: 4344.406250 Iteration 7Q: 3 clusters Score -1090665 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -1090756.250000 Penalty: 4344.406250 Iteration 8Q: 3 clusters Score -1090756 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1090877.500000 Penalty: 4344.406250 Iteration 9Q: 3 clusters Score -1090878 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1091041.375000 Penalty: 4344.406250 Iteration 10Q: 3 clusters Score -1091041 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -1091333.750000 Penalty: 4344.406250 Iteration 11Q: 3 clusters Score -1091334 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1091670.125000 Penalty: 4344.406250 Iteration 12Q: 3 clusters Score -1091670 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1091934.125000 Penalty: 4344.406250 Iteration 13Q: 3 clusters Score -1091934 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -1092121.375000 Penalty: 4344.406250 Iteration 14Q: 3 clusters Score -1092121 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -1092251.250000 Penalty: 4344.406250 Iteration 15Q: 3 clusters Score -1092251 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1092382.750000 Penalty: 4344.406250 Iteration 16Q: 3 clusters Score -1092383 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1092494.125000 Penalty: 4344.406250 Iteration 17Q: 3 clusters Score -1092494 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -1092593.500000 Penalty: 4344.406250 Iteration 18Q: 3 clusters Score -1092594 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -1092692.625000 Penalty: 4344.406250 Iteration 19Q: 3 clusters Score -1092693 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -1092772.625000 Penalty: 4344.406250 Iteration 20F: 3 clusters Score -1092773 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -1092854.625000 Penalty: 4344.406250 Iteration 21Q: 3 clusters Score -1092855 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -1092920.000000 Penalty: 4344.406250 Iteration 22Q: 3 clusters Score -1092920 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -1092963.375000 Penalty: 4344.406250 Iteration 23Q: 3 clusters Score -1092963 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -1092987.000000 Penalty: 4344.406250 Iteration 24Q: 3 clusters Score -1092987 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -1093006.625000 Penalty: 4344.406250 Iteration 25Q: 3 clusters Score -1093007 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -1093017.125000 Penalty: 4344.406250 Iteration 26Q: 3 clusters Score -1093017 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -1093029.375000 Penalty: 4344.406250 Iteration 27Q: 3 clusters Score -1093029 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 5190 members Entering Unmasked Estep Score: -1093041.000000 Penalty: 4344.406250 Iteration 28Q: 3 clusters Score -1093041 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1093057.375000 Penalty: 4344.406250 Iteration 29Q: 3 clusters Score -1093057 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -1093067.625000 Penalty: 4344.406250 Iteration 30Q: 3 clusters Score -1093068 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -1093075.375000 Penalty: 4344.406250 Iteration 31Q: 3 clusters Score -1093075 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -1093082.500000 Penalty: 4344.406250 Iteration 32Q: 3 clusters Score -1093082 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -1093087.750000 Penalty: 4344.406250 Iteration 33Q: 3 clusters Score -1093088 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -1093095.500000 Penalty: 4344.406250 Iteration 34Q: 3 clusters Score -1093096 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -1093095.250000 Penalty: 4344.406250 Iteration 35Q: 3 clusters Score -1093095 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -1093100.125000 Penalty: 4344.406250 Iteration 36Q: 3 clusters Score -1093100 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -1093102.000000 Penalty: 4344.406250 Iteration 37Q: 3 clusters Score -1093102 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -1093104.375000 Penalty: 4344.406250 Iteration 38Q: 3 clusters Score -1093104 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -1093108.375000 Penalty: 4344.406250 Iteration 39Q: 3 clusters Score -1093108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -1093108.375000 Penalty: 4344.406250 Iteration 40F: 3 clusters Score -1093108 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -1093109.625000 Penalty: 4344.406250 Iteration 41Q: 3 clusters Score -1093110 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -1093111.000000 Penalty: 4344.406250 Iteration 42Q: 3 clusters Score -1093111 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -1093110.875000 Penalty: 4344.406250 Iteration 43Q: 3 clusters Score -1093111 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1093116.000000 Penalty: 4344.406250 Iteration 44Q: 3 clusters Score -1093116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -1093118.875000 Penalty: 4344.406250 Iteration 45Q: 3 clusters Score -1093119 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -1093119.625000 Penalty: 4344.406250 Iteration 46Q: 3 clusters Score -1093120 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -1093119.625000 Penalty: 4344.406250 Iteration 47F: 3 clusters Score -1093120 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Entering Unmasked Estep Score: -18390.255859 Penalty: 1303.858887 Iteration 0F: 2 clusters Score -18390.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -17455.511719 Penalty: 2607.717773 Iteration 0F: 3 clusters Score -17455.51 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -17560.496094 Penalty: 2607.717773 Iteration 1F: 3 clusters Score -17560.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -17587.291016 Penalty: 2607.717773 Iteration 2Q: 3 clusters Score -17587.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -17616.123047 Penalty: 2607.717773 Iteration 3Q: 3 clusters Score -17616.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -17632.341797 Penalty: 2607.717773 Iteration 4Q: 3 clusters Score -17632.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -17632.341797 Penalty: 2607.717773 Iteration 5F: 3 clusters Score -17632.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Entering Unmasked Estep Score: -39894.617188 Penalty: 1412.879150 Iteration 0F: 2 clusters Score -39894.62 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 152 members Entering Unmasked Estep Score: -38657.621094 Penalty: 2825.758301 Iteration 0F: 3 clusters Score -38657.62 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -38781.050781 Penalty: 2825.758301 Iteration 1F: 3 clusters Score -38781.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -38820.027344 Penalty: 2825.758301 Iteration 2Q: 3 clusters Score -38820.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -38832.937500 Penalty: 2825.758301 Iteration 3Q: 3 clusters Score -38832.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -38847.789062 Penalty: 2825.758301 Iteration 4Q: 3 clusters Score -38847.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -38850.675781 Penalty: 2825.758301 Iteration 5Q: 3 clusters Score -38850.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -38858.003906 Penalty: 2825.758301 Iteration 6Q: 3 clusters Score -38858 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -38858.964844 Penalty: 2825.758301 Iteration 7Q: 3 clusters Score -38858.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -38858.964844 Penalty: 2825.758301 Iteration 8F: 3 clusters Score -38858.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Entering Unmasked Estep Score: -354114.281250 Penalty: 1887.982178 Iteration 0F: 2 clusters Score -354114.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -351496.031250 Penalty: 3775.964355 Iteration 0F: 3 clusters Score -351496 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -352025.343750 Penalty: 3775.964355 Iteration 1F: 3 clusters Score -352025.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -352185.812500 Penalty: 3775.964355 Iteration 2F: 3 clusters Score -352185.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -352314.812500 Penalty: 3775.964355 Iteration 3F: 3 clusters Score -352314.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -352428.312500 Penalty: 3775.964355 Iteration 4Q: 3 clusters Score -352428.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -352563.000000 Penalty: 3775.964355 Iteration 5Q: 3 clusters Score -352563 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -352780.750000 Penalty: 3775.964355 Iteration 6Q: 3 clusters Score -352780.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -353159.125000 Penalty: 3775.964355 Iteration 7F: 3 clusters Score -353159.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -353487.531250 Penalty: 3775.964355 Iteration 8F: 3 clusters Score -353487.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -353660.156250 Penalty: 3775.964355 Iteration 9Q: 3 clusters Score -353660.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -353748.312500 Penalty: 3775.964355 Iteration 10Q: 3 clusters Score -353748.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -353798.718750 Penalty: 3775.964355 Iteration 11Q: 3 clusters Score -353798.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -353832.625000 Penalty: 3775.964355 Iteration 12Q: 3 clusters Score -353832.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -353860.812500 Penalty: 3775.964355 Iteration 13Q: 3 clusters Score -353860.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -353882.187500 Penalty: 3775.964355 Iteration 14Q: 3 clusters Score -353882.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -353898.718750 Penalty: 3775.964355 Iteration 15Q: 3 clusters Score -353898.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -353905.000000 Penalty: 3775.964355 Iteration 16Q: 3 clusters Score -353905 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -353911.250000 Penalty: 3775.964355 Iteration 17Q: 3 clusters Score -353911.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -353916.625000 Penalty: 3775.964355 Iteration 18Q: 3 clusters Score -353916.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -353919.812500 Penalty: 3775.964355 Iteration 19Q: 3 clusters Score -353919.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -353920.406250 Penalty: 3775.964355 Iteration 20F: 3 clusters Score -353920.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -353920.656250 Penalty: 3775.964355 Iteration 21Q: 3 clusters Score -353920.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -353921.156250 Penalty: 3775.964355 Iteration 22Q: 3 clusters Score -353921.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -353921.156250 Penalty: 3775.964355 Iteration 23F: 3 clusters Score -353921.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Entering Unmasked Estep Score: -113716.945312 Penalty: 1645.062988 Iteration 0F: 2 clusters Score -113716.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -111980.828125 Penalty: 3290.125977 Iteration 0F: 3 clusters Score -111980.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -112217.062500 Penalty: 3290.125977 Iteration 1F: 3 clusters Score -112217.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -112310.351562 Penalty: 3290.125977 Iteration 2F: 3 clusters Score -112310.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -112402.406250 Penalty: 3290.125977 Iteration 3Q: 3 clusters Score -112402.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -112626.109375 Penalty: 3290.125977 Iteration 4F: 3 clusters Score -112626.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -112819.679688 Penalty: 3290.125977 Iteration 5F: 3 clusters Score -112819.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -112946.156250 Penalty: 3290.125977 Iteration 6F: 3 clusters Score -112946.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -113030.242188 Penalty: 3290.125977 Iteration 7Q: 3 clusters Score -113030.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -113067.703125 Penalty: 3290.125977 Iteration 8Q: 3 clusters Score -113067.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -113095.437500 Penalty: 3290.125977 Iteration 9Q: 3 clusters Score -113095.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -113124.562500 Penalty: 3290.125977 Iteration 10Q: 3 clusters Score -113124.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -113156.218750 Penalty: 3290.125977 Iteration 11Q: 3 clusters Score -113156.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -113167.851562 Penalty: 3290.125977 Iteration 12Q: 3 clusters Score -113167.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -113169.453125 Penalty: 3290.125977 Iteration 13Q: 3 clusters Score -113169.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -113177.617188 Penalty: 3290.125977 Iteration 14Q: 3 clusters Score -113177.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -113185.179688 Penalty: 3290.125977 Iteration 15Q: 3 clusters Score -113185.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -113196.390625 Penalty: 3290.125977 Iteration 16Q: 3 clusters Score -113196.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -113207.867188 Penalty: 3290.125977 Iteration 17Q: 3 clusters Score -113207.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -113211.281250 Penalty: 3290.125977 Iteration 18Q: 3 clusters Score -113211.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -113217.320312 Penalty: 3290.125977 Iteration 19Q: 3 clusters Score -113217.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -113219.601562 Penalty: 3290.125977 Iteration 20F: 3 clusters Score -113219.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Entering Unmasked Estep Score: -65488.335938 Penalty: 1502.082520 Iteration 0F: 2 clusters Score -65488.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -64103.082031 Penalty: 3004.165039 Iteration 0F: 3 clusters Score -64103.08 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -64267.722656 Penalty: 3004.165039 Iteration 1F: 3 clusters Score -64267.72 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -64309.585938 Penalty: 3004.165039 Iteration 2Q: 3 clusters Score -64309.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -64324.402344 Penalty: 3004.165039 Iteration 3Q: 3 clusters Score -64324.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -64335.070312 Penalty: 3004.165039 Iteration 4Q: 3 clusters Score -64335.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -64339.492188 Penalty: 3004.165039 Iteration 5Q: 3 clusters Score -64339.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -64345.824219 Penalty: 3004.165039 Iteration 6Q: 3 clusters Score -64345.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -64356.742188 Penalty: 3004.165039 Iteration 7Q: 3 clusters Score -64356.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -64379.093750 Penalty: 3004.165039 Iteration 8Q: 3 clusters Score -64379.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -64413.625000 Penalty: 3004.165039 Iteration 9Q: 3 clusters Score -64413.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -64436.664062 Penalty: 3004.165039 Iteration 10Q: 3 clusters Score -64436.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -64450.539062 Penalty: 3004.165039 Iteration 11Q: 3 clusters Score -64450.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -64452.484375 Penalty: 3004.165039 Iteration 12Q: 3 clusters Score -64452.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -64452.484375 Penalty: 3004.165039 Iteration 13F: 3 clusters Score -64452.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Entering Unmasked Estep Score: -369139.406250 Penalty: 1902.843994 Iteration 0F: 2 clusters Score -369139.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -366457.718750 Penalty: 3805.687988 Iteration 0F: 3 clusters Score -366457.7 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -367081.718750 Penalty: 3805.687988 Iteration 1F: 3 clusters Score -367081.7 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -367387.718750 Penalty: 3805.687988 Iteration 2F: 3 clusters Score -367387.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -367656.687500 Penalty: 3805.687988 Iteration 3F: 3 clusters Score -367656.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -367857.625000 Penalty: 3805.687988 Iteration 4F: 3 clusters Score -367857.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -368064.656250 Penalty: 3805.687988 Iteration 5F: 3 clusters Score -368064.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -368266.093750 Penalty: 3805.687988 Iteration 6F: 3 clusters Score -368266.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -368415.937500 Penalty: 3805.687988 Iteration 7Q: 3 clusters Score -368415.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -368578.875000 Penalty: 3805.687988 Iteration 8Q: 3 clusters Score -368578.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -368713.343750 Penalty: 3805.687988 Iteration 9Q: 3 clusters Score -368713.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -368834.343750 Penalty: 3805.687988 Iteration 10Q: 3 clusters Score -368834.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -368903.562500 Penalty: 3805.687988 Iteration 11Q: 3 clusters Score -368903.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -368936.125000 Penalty: 3805.687988 Iteration 12Q: 3 clusters Score -368936.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -368955.812500 Penalty: 3805.687988 Iteration 13Q: 3 clusters Score -368955.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -368967.187500 Penalty: 3805.687988 Iteration 14Q: 3 clusters Score -368967.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -368972.250000 Penalty: 3805.687988 Iteration 15Q: 3 clusters Score -368972.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -368975.468750 Penalty: 3805.687988 Iteration 16Q: 3 clusters Score -368975.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -368980.875000 Penalty: 3805.687988 Iteration 17Q: 3 clusters Score -368980.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -368986.687500 Penalty: 3805.687988 Iteration 18Q: 3 clusters Score -368986.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -369002.843750 Penalty: 3805.687988 Iteration 19Q: 3 clusters Score -369002.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -369040.562500 Penalty: 3805.687988 Iteration 20F: 3 clusters Score -369040.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -369077.875000 Penalty: 3805.687988 Iteration 21Q: 3 clusters Score -369077.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -369092.906250 Penalty: 3805.687988 Iteration 22Q: 3 clusters Score -369092.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -369099.656250 Penalty: 3805.687988 Iteration 23Q: 3 clusters Score -369099.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -369100.750000 Penalty: 3805.687988 Iteration 24Q: 3 clusters Score -369100.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -369101.406250 Penalty: 3805.687988 Iteration 25Q: 3 clusters Score -369101.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -369101.687500 Penalty: 3805.687988 Iteration 26Q: 3 clusters Score -369101.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -369101.687500 Penalty: 3805.687988 Iteration 27F: 3 clusters Score -369101.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (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: -38759.699219 Penalty: 1373.258911 Iteration 0F: 2 clusters Score -38759.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -37556.281250 Penalty: 2746.517822 Iteration 0F: 3 clusters Score -37556.28 nChanged 28 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: -37656.703125 Penalty: 2746.517822 Iteration 1F: 3 clusters Score -37656.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -37694.242188 Penalty: 2746.517822 Iteration 2Q: 3 clusters Score -37694.24 nChanged 4 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: -37712.980469 Penalty: 2746.517822 Iteration 3Q: 3 clusters Score -37712.98 nChanged 2 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: -37722.917969 Penalty: 2746.517822 Iteration 4Q: 3 clusters Score -37722.92 nChanged 1 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: -37724.675781 Penalty: 2746.517822 Iteration 5Q: 3 clusters Score -37724.68 nChanged 2 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: -37732.910156 Penalty: 2746.517822 Iteration 6Q: 3 clusters Score -37732.91 nChanged 0 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: -37732.910156 Penalty: 2746.517822 Iteration 7F: 3 clusters Score -37732.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Entering Unmasked Estep Score: -116494.273438 Penalty: 1647.013184 Iteration 0F: 2 clusters Score -116494.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -114755.335938 Penalty: 3294.026367 Iteration 0F: 3 clusters Score -114755.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -115009.914062 Penalty: 3294.026367 Iteration 1F: 3 clusters Score -115009.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -115096.289062 Penalty: 3294.026367 Iteration 2F: 3 clusters Score -115096.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -115133.312500 Penalty: 3294.026367 Iteration 3Q: 3 clusters Score -115133.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -115151.960938 Penalty: 3294.026367 Iteration 4Q: 3 clusters Score -115152 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -115169.601562 Penalty: 3294.026367 Iteration 5Q: 3 clusters Score -115169.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -115175.437500 Penalty: 3294.026367 Iteration 6Q: 3 clusters Score -115175.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -115177.898438 Penalty: 3294.026367 Iteration 7Q: 3 clusters Score -115177.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -115178.921875 Penalty: 3294.026367 Iteration 8Q: 3 clusters Score -115178.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -115180.921875 Penalty: 3294.026367 Iteration 9Q: 3 clusters Score -115180.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -115181.484375 Penalty: 3294.026367 Iteration 10Q: 3 clusters Score -115181.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -115187.093750 Penalty: 3294.026367 Iteration 11Q: 3 clusters Score -115187.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -115188.351562 Penalty: 3294.026367 Iteration 12Q: 3 clusters Score -115188.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -115194.656250 Penalty: 3294.026367 Iteration 13Q: 3 clusters Score -115194.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -115194.656250 Penalty: 3294.026367 Iteration 14F: 3 clusters Score -115194.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Entering Unmasked Estep Score: -191812.968750 Penalty: 1761.011353 Iteration 0F: 2 clusters Score -191813 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -189777.484375 Penalty: 3522.022705 Iteration 0F: 3 clusters Score -189777.5 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -190165.125000 Penalty: 3522.022705 Iteration 1F: 3 clusters Score -190165.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -190258.406250 Penalty: 3522.022705 Iteration 2F: 3 clusters Score -190258.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -190333.937500 Penalty: 3522.022705 Iteration 3Q: 3 clusters Score -190333.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -190394.656250 Penalty: 3522.022705 Iteration 4Q: 3 clusters Score -190394.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -190448.875000 Penalty: 3522.022705 Iteration 5Q: 3 clusters Score -190448.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -190511.328125 Penalty: 3522.022705 Iteration 6Q: 3 clusters Score -190511.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -190560.000000 Penalty: 3522.022705 Iteration 7Q: 3 clusters Score -190560 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -190602.656250 Penalty: 3522.022705 Iteration 8Q: 3 clusters Score -190602.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -190649.687500 Penalty: 3522.022705 Iteration 9Q: 3 clusters Score -190649.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -190700.859375 Penalty: 3522.022705 Iteration 10Q: 3 clusters Score -190700.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -190788.218750 Penalty: 3522.022705 Iteration 11Q: 3 clusters Score -190788.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -190846.921875 Penalty: 3522.022705 Iteration 12Q: 3 clusters Score -190846.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -190882.437500 Penalty: 3522.022705 Iteration 13Q: 3 clusters Score -190882.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -190920.609375 Penalty: 3522.022705 Iteration 14Q: 3 clusters Score -190920.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -190944.500000 Penalty: 3522.022705 Iteration 15Q: 3 clusters Score -190944.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -190979.375000 Penalty: 3522.022705 Iteration 16Q: 3 clusters Score -190979.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -191008.390625 Penalty: 3522.022705 Iteration 17Q: 3 clusters Score -191008.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -191028.437500 Penalty: 3522.022705 Iteration 18Q: 3 clusters Score -191028.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -191042.578125 Penalty: 3522.022705 Iteration 19Q: 3 clusters Score -191042.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -191060.281250 Penalty: 3522.022705 Iteration 20F: 3 clusters Score -191060.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -191071.296875 Penalty: 3522.022705 Iteration 21Q: 3 clusters Score -191071.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -191086.671875 Penalty: 3522.022705 Iteration 22Q: 3 clusters Score -191086.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -191096.843750 Penalty: 3522.022705 Iteration 23Q: 3 clusters Score -191096.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -191098.953125 Penalty: 3522.022705 Iteration 24Q: 3 clusters Score -191099 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -191098.953125 Penalty: 3522.022705 Iteration 25F: 3 clusters Score -191099 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Entering Unmasked Estep Score: -44326.554688 Penalty: 1487.736328 Iteration 0F: 2 clusters Score -44326.55 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 193 members Entering Unmasked Estep Score: -42976.753906 Penalty: 2975.472656 Iteration 0F: 3 clusters Score -42976.75 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -43192.113281 Penalty: 2975.472656 Iteration 1F: 3 clusters Score -43192.11 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -43296.929688 Penalty: 2975.472656 Iteration 2F: 3 clusters Score -43296.93 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -43355.054688 Penalty: 2975.472656 Iteration 3Q: 3 clusters Score -43355.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -43388.851562 Penalty: 2975.472656 Iteration 4Q: 3 clusters Score -43388.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -43416.941406 Penalty: 2975.472656 Iteration 5Q: 3 clusters Score -43416.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -43437.988281 Penalty: 2975.472656 Iteration 6Q: 3 clusters Score -43437.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -43444.742188 Penalty: 2975.472656 Iteration 7Q: 3 clusters Score -43444.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -43456.679688 Penalty: 2975.472656 Iteration 8Q: 3 clusters Score -43456.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -43488.410156 Penalty: 2975.472656 Iteration 9Q: 3 clusters Score -43488.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -43506.562500 Penalty: 2975.472656 Iteration 10Q: 3 clusters Score -43506.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -43511.160156 Penalty: 2975.472656 Iteration 11Q: 3 clusters Score -43511.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -43528.140625 Penalty: 2975.472656 Iteration 12Q: 3 clusters Score -43528.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -43530.097656 Penalty: 2975.472656 Iteration 13Q: 3 clusters Score -43530.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -43530.097656 Penalty: 2975.472656 Iteration 14F: 3 clusters Score -43530.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (5734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Entering Unmasked Estep Score: -988729.875000 Penalty: 2146.233887 Iteration 0F: 2 clusters Score -988729.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -983785.937500 Penalty: 4292.467773 Iteration 0F: 3 clusters Score -983785.9 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -985042.562500 Penalty: 4292.467773 Iteration 1F: 3 clusters Score -985042.6 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -985331.625000 Penalty: 4292.467773 Iteration 2F: 3 clusters Score -985331.6 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -985572.125000 Penalty: 4292.467773 Iteration 3F: 3 clusters Score -985572.1 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -985830.375000 Penalty: 4292.467773 Iteration 4F: 3 clusters Score -985830.4 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -986186.750000 Penalty: 4292.467773 Iteration 5F: 3 clusters Score -986186.8 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -986586.187500 Penalty: 4292.467773 Iteration 6F: 3 clusters Score -986586.2 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -986978.062500 Penalty: 4292.467773 Iteration 7F: 3 clusters Score -986978.1 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -987271.562500 Penalty: 4292.467773 Iteration 8F: 3 clusters Score -987271.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -987483.000000 Penalty: 4292.467773 Iteration 9Q: 3 clusters Score -987483 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -987609.687500 Penalty: 4292.467773 Iteration 10Q: 3 clusters Score -987609.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -987690.062500 Penalty: 4292.467773 Iteration 11Q: 3 clusters Score -987690.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -987757.062500 Penalty: 4292.467773 Iteration 12Q: 3 clusters Score -987757.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -987795.375000 Penalty: 4292.467773 Iteration 13Q: 3 clusters Score -987795.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -987824.312500 Penalty: 4292.467773 Iteration 14Q: 3 clusters Score -987824.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -987867.562500 Penalty: 4292.467773 Iteration 15Q: 3 clusters Score -987867.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -987899.687500 Penalty: 4292.467773 Iteration 16Q: 3 clusters Score -987899.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -987922.375000 Penalty: 4292.467773 Iteration 17Q: 3 clusters Score -987922.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -987930.625000 Penalty: 4292.467773 Iteration 18Q: 3 clusters Score -987930.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -987940.750000 Penalty: 4292.467773 Iteration 19Q: 3 clusters Score -987940.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -987948.125000 Penalty: 4292.467773 Iteration 20F: 3 clusters Score -987948.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -987952.500000 Penalty: 4292.467773 Iteration 21Q: 3 clusters Score -987952.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -987958.000000 Penalty: 4292.467773 Iteration 22Q: 3 clusters Score -987958 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -987962.000000 Penalty: 4292.467773 Iteration 23Q: 3 clusters Score -987962 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -987961.562500 Penalty: 4292.467773 Iteration 24Q: 3 clusters Score -987961.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -987962.937500 Penalty: 4292.467773 Iteration 25Q: 3 clusters Score -987962.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -987966.250000 Penalty: 4292.467773 Iteration 26Q: 3 clusters Score -987966.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -987973.562500 Penalty: 4292.467773 Iteration 27Q: 3 clusters Score -987973.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -987973.312500 Penalty: 4292.467773 Iteration 28Q: 3 clusters Score -987973.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -987974.187500 Penalty: 4292.467773 Iteration 29Q: 3 clusters Score -987974.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -987975.000000 Penalty: 4292.467773 Iteration 30Q: 3 clusters Score -987975 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -987976.562500 Penalty: 4292.467773 Iteration 31Q: 3 clusters Score -987976.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -987976.875000 Penalty: 4292.467773 Iteration 32Q: 3 clusters Score -987976.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -987977.000000 Penalty: 4292.467773 Iteration 33Q: 3 clusters Score -987977 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -987977.000000 Penalty: 4292.467773 Iteration 34F: 3 clusters Score -987977 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (271 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Entering Unmasked Estep Score: -31336.683594 Penalty: 1389.325562 Iteration 0F: 2 clusters Score -31336.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -30200.865234 Penalty: 2778.651123 Iteration 0F: 3 clusters Score -30200.87 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -30347.351562 Penalty: 2778.651123 Iteration 1F: 3 clusters Score -30347.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -30408.423828 Penalty: 2778.651123 Iteration 2Q: 3 clusters Score -30408.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -30433.591797 Penalty: 2778.651123 Iteration 3Q: 3 clusters Score -30433.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -30477.076172 Penalty: 2778.651123 Iteration 4Q: 3 clusters Score -30477.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -30561.677734 Penalty: 2778.651123 Iteration 5Q: 3 clusters Score -30561.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -30628.269531 Penalty: 2778.651123 Iteration 6Q: 3 clusters Score -30628.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -30719.371094 Penalty: 2778.651123 Iteration 7Q: 3 clusters Score -30719.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -30768.365234 Penalty: 2778.651123 Iteration 8Q: 3 clusters Score -30768.37 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -30836.755859 Penalty: 2778.651123 Iteration 9Q: 3 clusters Score -30836.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -30910.779297 Penalty: 2778.651123 Iteration 10Q: 3 clusters Score -30910.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -30941.332031 Penalty: 2778.651123 Iteration 11Q: 3 clusters Score -30941.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -30960.689453 Penalty: 2778.651123 Iteration 12Q: 3 clusters Score -30960.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -30975.669922 Penalty: 2778.651123 Iteration 13Q: 3 clusters Score -30975.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -30980.078125 Penalty: 2778.651123 Iteration 14Q: 3 clusters Score -30980.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -30999.482422 Penalty: 2778.651123 Iteration 15Q: 3 clusters Score -30999.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -31012.234375 Penalty: 2778.651123 Iteration 16Q: 3 clusters Score -31012.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -31024.830078 Penalty: 2778.651123 Iteration 17Q: 3 clusters Score -31024.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -31033.929688 Penalty: 2778.651123 Iteration 18Q: 3 clusters Score -31033.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -31058.261719 Penalty: 2778.651123 Iteration 19F: 3 clusters Score -31058.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -31421.292969 Penalty: 2778.651123 Iteration 20F: 3 clusters Score -31421.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -31457.000000 Penalty: 2778.651123 Iteration 21Q: 3 clusters Score -31457 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -31457.000000 Penalty: 2778.651123 Iteration 22F: 3 clusters Score -31457 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14405 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8669 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6201 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1577 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3430 members Mstep: Class 19 contains 6367 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 760 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2149 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 403 members Mstep: Class 30 contains 5734 members Mstep: Class 31 contains 130 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7530 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 141 members Entering Unmasked Estep Score: -15655673.000000 Penalty: 107856.976562 Splitting cluster 31 changes total score from -15657024.000000 to -15655673.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 32 (6181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Entering Unmasked Estep Score: -1100238.375000 Penalty: 2164.850342 Iteration 0F: 2 clusters Score -1100238 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -1095113.000000 Penalty: 4329.700684 Iteration 0F: 3 clusters Score -1095113 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -1096588.500000 Penalty: 4329.700684 Iteration 1F: 3 clusters Score -1096588 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -1096978.875000 Penalty: 4329.700684 Iteration 2F: 3 clusters Score -1096979 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -1097296.250000 Penalty: 4329.700684 Iteration 3F: 3 clusters Score -1097296 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1097599.875000 Penalty: 4329.700684 Iteration 4F: 3 clusters Score -1097600 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -1097906.250000 Penalty: 4329.700684 Iteration 5F: 3 clusters Score -1097906 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -1098203.250000 Penalty: 4329.700684 Iteration 6F: 3 clusters Score -1098203 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -1098425.375000 Penalty: 4329.700684 Iteration 7Q: 3 clusters Score -1098425 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1098565.875000 Penalty: 4329.700684 Iteration 8Q: 3 clusters Score -1098566 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1098666.000000 Penalty: 4329.700684 Iteration 9Q: 3 clusters Score -1098666 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -1098733.125000 Penalty: 4329.700684 Iteration 10Q: 3 clusters Score -1098733 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -1098790.375000 Penalty: 4329.700684 Iteration 11Q: 3 clusters Score -1098790 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -1098823.000000 Penalty: 4329.700684 Iteration 12Q: 3 clusters Score -1098823 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -1098846.375000 Penalty: 4329.700684 Iteration 13Q: 3 clusters Score -1098846 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1098867.125000 Penalty: 4329.700684 Iteration 14Q: 3 clusters Score -1098867 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -1098881.500000 Penalty: 4329.700684 Iteration 15Q: 3 clusters Score -1098882 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -1098889.375000 Penalty: 4329.700684 Iteration 16Q: 3 clusters Score -1098889 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -1098889.875000 Penalty: 4329.700684 Iteration 17Q: 3 clusters Score -1098890 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1098894.125000 Penalty: 4329.700684 Iteration 18Q: 3 clusters Score -1098894 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -1098897.250000 Penalty: 4329.700684 Iteration 19Q: 3 clusters Score -1098897 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1098898.500000 Penalty: 4329.700684 Iteration 20F: 3 clusters Score -1098898 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -1098901.875000 Penalty: 4329.700684 Iteration 21Q: 3 clusters Score -1098902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1098900.500000 Penalty: 4329.700684 Iteration 22Q: 3 clusters Score -1098900 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -1098904.375000 Penalty: 4329.700684 Iteration 23Q: 3 clusters Score -1098904 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -1098905.000000 Penalty: 4329.700684 Iteration 24Q: 3 clusters Score -1098905 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -1098908.000000 Penalty: 4329.700684 Iteration 25Q: 3 clusters Score -1098908 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -1098907.250000 Penalty: 4329.700684 Iteration 26Q: 3 clusters Score -1098907 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -1098906.875000 Penalty: 4329.700684 Iteration 27Q: 3 clusters Score -1098907 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -1098910.375000 Penalty: 4329.700684 Iteration 28Q: 3 clusters Score -1098910 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1098909.500000 Penalty: 4329.700684 Iteration 29Q: 3 clusters Score -1098910 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -1098913.250000 Penalty: 4329.700684 Iteration 30Q: 3 clusters Score -1098913 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1098913.125000 Penalty: 4329.700684 Iteration 31Q: 3 clusters Score -1098913 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1098913.125000 Penalty: 4329.700684 Iteration 32F: 3 clusters Score -1098913 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (7530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Entering Unmasked Estep Score: -1323208.000000 Penalty: 2213.809326 Iteration 0F: 2 clusters Score -1323208 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1317132.625000 Penalty: 4427.618652 Iteration 0F: 3 clusters Score -1317133 nChanged 3002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -1318922.000000 Penalty: 4427.618652 Iteration 1F: 3 clusters Score -1318922 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -1319274.000000 Penalty: 4427.618652 Iteration 2F: 3 clusters Score -1319274 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -1319511.875000 Penalty: 4427.618652 Iteration 3F: 3 clusters Score -1319512 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -1319722.000000 Penalty: 4427.618652 Iteration 4Q: 3 clusters Score -1319722 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -1319941.000000 Penalty: 4427.618652 Iteration 5Q: 3 clusters Score -1319941 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -1320127.500000 Penalty: 4427.618652 Iteration 6Q: 3 clusters Score -1320128 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -1320265.375000 Penalty: 4427.618652 Iteration 7Q: 3 clusters Score -1320265 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -1320384.000000 Penalty: 4427.618652 Iteration 8Q: 3 clusters Score -1320384 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -1320477.625000 Penalty: 4427.618652 Iteration 9Q: 3 clusters Score -1320478 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1320573.250000 Penalty: 4427.618652 Iteration 10Q: 3 clusters Score -1320573 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -1320666.625000 Penalty: 4427.618652 Iteration 11Q: 3 clusters Score -1320667 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -1320746.625000 Penalty: 4427.618652 Iteration 12Q: 3 clusters Score -1320747 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1320823.375000 Penalty: 4427.618652 Iteration 13Q: 3 clusters Score -1320823 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1320883.875000 Penalty: 4427.618652 Iteration 14Q: 3 clusters Score -1320884 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -1320932.375000 Penalty: 4427.618652 Iteration 15Q: 3 clusters Score -1320932 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -1320975.250000 Penalty: 4427.618652 Iteration 16Q: 3 clusters Score -1320975 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -1321017.000000 Penalty: 4427.618652 Iteration 17Q: 3 clusters Score -1321017 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1321065.375000 Penalty: 4427.618652 Iteration 18Q: 3 clusters Score -1321065 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -1321120.250000 Penalty: 4427.618652 Iteration 19Q: 3 clusters Score -1321120 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -1321180.750000 Penalty: 4427.618652 Iteration 20F: 3 clusters Score -1321181 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1321243.500000 Penalty: 4427.618652 Iteration 21Q: 3 clusters Score -1321244 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -1321304.500000 Penalty: 4427.618652 Iteration 22Q: 3 clusters Score -1321304 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -1321357.000000 Penalty: 4427.618652 Iteration 23Q: 3 clusters Score -1321357 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -1321399.875000 Penalty: 4427.618652 Iteration 24Q: 3 clusters Score -1321400 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -1321440.250000 Penalty: 4427.618652 Iteration 25Q: 3 clusters Score -1321440 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1321468.875000 Penalty: 4427.618652 Iteration 26Q: 3 clusters Score -1321469 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -1321492.000000 Penalty: 4427.618652 Iteration 27Q: 3 clusters Score -1321492 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -1321504.750000 Penalty: 4427.618652 Iteration 28Q: 3 clusters Score -1321505 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -1321516.250000 Penalty: 4427.618652 Iteration 29Q: 3 clusters Score -1321516 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -1321526.625000 Penalty: 4427.618652 Iteration 30Q: 3 clusters Score -1321527 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -1321544.375000 Penalty: 4427.618652 Iteration 31Q: 3 clusters Score -1321544 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -1321558.625000 Penalty: 4427.618652 Iteration 32Q: 3 clusters Score -1321559 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -1321579.500000 Penalty: 4427.618652 Iteration 33Q: 3 clusters Score -1321580 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -1321594.750000 Penalty: 4427.618652 Iteration 34Q: 3 clusters Score -1321595 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -1321615.750000 Penalty: 4427.618652 Iteration 35Q: 3 clusters Score -1321616 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -1321635.750000 Penalty: 4427.618652 Iteration 36Q: 3 clusters Score -1321636 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -1321655.750000 Penalty: 4427.618652 Iteration 37Q: 3 clusters Score -1321656 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -1321681.250000 Penalty: 4427.618652 Iteration 38Q: 3 clusters Score -1321681 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -1321701.125000 Penalty: 4427.618652 Iteration 39Q: 3 clusters Score -1321701 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -1321721.375000 Penalty: 4427.618652 Iteration 40F: 3 clusters Score -1321721 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -1321739.750000 Penalty: 4427.618652 Iteration 41Q: 3 clusters Score -1321740 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -1321752.125000 Penalty: 4427.618652 Iteration 42Q: 3 clusters Score -1321752 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -1321762.875000 Penalty: 4427.618652 Iteration 43Q: 3 clusters Score -1321763 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -1321771.375000 Penalty: 4427.618652 Iteration 44Q: 3 clusters Score -1321771 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -1321773.000000 Penalty: 4427.618652 Iteration 45Q: 3 clusters Score -1321773 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -1321779.750000 Penalty: 4427.618652 Iteration 46Q: 3 clusters Score -1321780 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -1321783.125000 Penalty: 4427.618652 Iteration 47Q: 3 clusters Score -1321783 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1321790.250000 Penalty: 4427.618652 Iteration 48Q: 3 clusters Score -1321790 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -1321792.750000 Penalty: 4427.618652 Iteration 49Q: 3 clusters Score -1321793 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1321801.875000 Penalty: 4427.618652 Iteration 50Q: 3 clusters Score -1321802 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -1321805.750000 Penalty: 4427.618652 Iteration 51Q: 3 clusters Score -1321806 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -1321807.125000 Penalty: 4427.618652 Iteration 52Q: 3 clusters Score -1321807 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1321810.250000 Penalty: 4427.618652 Iteration 53Q: 3 clusters Score -1321810 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -1321807.125000 Penalty: 4427.618652 Iteration 54Q: 3 clusters Score -1321807 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -1321807.625000 Penalty: 4427.618652 Iteration 55Q: 3 clusters Score -1321808 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1321811.500000 Penalty: 4427.618652 Iteration 56Q: 3 clusters Score -1321812 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -1321814.875000 Penalty: 4427.618652 Iteration 57Q: 3 clusters Score -1321815 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -1321821.375000 Penalty: 4427.618652 Iteration 58Q: 3 clusters Score -1321821 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -1321822.875000 Penalty: 4427.618652 Iteration 59Q: 3 clusters Score -1321823 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -1321825.375000 Penalty: 4427.618652 Iteration 60F: 3 clusters Score -1321825 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -1321824.875000 Penalty: 4427.618652 Iteration 61Q: 3 clusters Score -1321825 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -1321828.250000 Penalty: 4427.618652 Iteration 62Q: 3 clusters Score -1321828 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -1321829.875000 Penalty: 4427.618652 Iteration 63Q: 3 clusters Score -1321830 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -1321828.500000 Penalty: 4427.618652 Iteration 64Q: 3 clusters Score -1321828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -1321829.125000 Penalty: 4427.618652 Iteration 65Q: 3 clusters Score -1321829 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1321833.375000 Penalty: 4427.618652 Iteration 66Q: 3 clusters Score -1321833 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -1321833.500000 Penalty: 4427.618652 Iteration 67Q: 3 clusters Score -1321834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -1321832.250000 Penalty: 4427.618652 Iteration 68Q: 3 clusters Score -1321832 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -1321832.250000 Penalty: 4427.618652 Iteration 69F: 3 clusters Score -1321832 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -48382.625000 Penalty: 1440.419434 Iteration 0F: 2 clusters Score -48382.62 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 188 members Entering Unmasked Estep Score: -47147.125000 Penalty: 2880.838867 Iteration 0F: 3 clusters Score -47147.12 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -47392.660156 Penalty: 2880.838867 Iteration 1F: 3 clusters Score -47392.66 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -47501.441406 Penalty: 2880.838867 Iteration 2F: 3 clusters Score -47501.44 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -47563.734375 Penalty: 2880.838867 Iteration 3Q: 3 clusters Score -47563.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -47601.136719 Penalty: 2880.838867 Iteration 4Q: 3 clusters Score -47601.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -47602.867188 Penalty: 2880.838867 Iteration 5Q: 3 clusters Score -47602.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -47605.546875 Penalty: 2880.838867 Iteration 6Q: 3 clusters Score -47605.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -47608.410156 Penalty: 2880.838867 Iteration 7Q: 3 clusters Score -47608.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -47608.410156 Penalty: 2880.838867 Iteration 8F: 3 clusters Score -47608.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (2315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Entering Unmasked Estep Score: -410279.812500 Penalty: 1921.296875 Iteration 0F: 2 clusters Score -410279.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -407483.437500 Penalty: 3842.593750 Iteration 0F: 3 clusters Score -407483.4 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -408008.343750 Penalty: 3842.593750 Iteration 1F: 3 clusters Score -408008.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -408154.937500 Penalty: 3842.593750 Iteration 2F: 3 clusters Score -408154.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -408215.968750 Penalty: 3842.593750 Iteration 3Q: 3 clusters Score -408216 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -408258.000000 Penalty: 3842.593750 Iteration 4Q: 3 clusters Score -408258 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -408282.031250 Penalty: 3842.593750 Iteration 5Q: 3 clusters Score -408282 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -408301.031250 Penalty: 3842.593750 Iteration 6Q: 3 clusters Score -408301 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -408314.000000 Penalty: 3842.593750 Iteration 7Q: 3 clusters Score -408314 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -408322.593750 Penalty: 3842.593750 Iteration 8Q: 3 clusters Score -408322.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -408330.906250 Penalty: 3842.593750 Iteration 9Q: 3 clusters Score -408330.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -408337.031250 Penalty: 3842.593750 Iteration 10Q: 3 clusters Score -408337 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -408342.718750 Penalty: 3842.593750 Iteration 11Q: 3 clusters Score -408342.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -408349.406250 Penalty: 3842.593750 Iteration 12Q: 3 clusters Score -408349.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -408353.812500 Penalty: 3842.593750 Iteration 13Q: 3 clusters Score -408353.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -408354.906250 Penalty: 3842.593750 Iteration 14Q: 3 clusters Score -408354.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -408355.750000 Penalty: 3842.593750 Iteration 15Q: 3 clusters Score -408355.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -408356.812500 Penalty: 3842.593750 Iteration 16Q: 3 clusters Score -408356.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -408356.812500 Penalty: 3842.593750 Iteration 17F: 3 clusters Score -408356.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Entering Unmasked Estep Score: -108750.007812 Penalty: 1653.405273 Iteration 0F: 2 clusters Score -108750 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -107023.140625 Penalty: 3306.810547 Iteration 0F: 3 clusters Score -107023.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -107481.148438 Penalty: 3306.810547 Iteration 1F: 3 clusters Score -107481.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -107709.718750 Penalty: 3306.810547 Iteration 2F: 3 clusters Score -107709.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -107904.867188 Penalty: 3306.810547 Iteration 3F: 3 clusters Score -107904.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -107984.867188 Penalty: 3306.810547 Iteration 4F: 3 clusters Score -107984.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -108022.953125 Penalty: 3306.810547 Iteration 5Q: 3 clusters Score -108023 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -108057.375000 Penalty: 3306.810547 Iteration 6Q: 3 clusters Score -108057.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -108078.242188 Penalty: 3306.810547 Iteration 7Q: 3 clusters Score -108078.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -108093.085938 Penalty: 3306.810547 Iteration 8Q: 3 clusters Score -108093.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -108099.093750 Penalty: 3306.810547 Iteration 9Q: 3 clusters Score -108099.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -108100.875000 Penalty: 3306.810547 Iteration 10Q: 3 clusters Score -108100.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -108102.289062 Penalty: 3306.810547 Iteration 11Q: 3 clusters Score -108102.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -108105.437500 Penalty: 3306.810547 Iteration 12Q: 3 clusters Score -108105.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -108106.093750 Penalty: 3306.810547 Iteration 13Q: 3 clusters Score -108106.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -108108.679688 Penalty: 3306.810547 Iteration 14Q: 3 clusters Score -108108.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -108114.617188 Penalty: 3306.810547 Iteration 15Q: 3 clusters Score -108114.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -108115.718750 Penalty: 3306.810547 Iteration 16Q: 3 clusters Score -108115.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -108115.718750 Penalty: 3306.810547 Iteration 17F: 3 clusters Score -108115.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (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: -28619.847656 Penalty: 1368.328247 Iteration 0F: 2 clusters Score -28619.85 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: -27456.976562 Penalty: 2736.656494 Iteration 0F: 3 clusters Score -27456.98 nChanged 22 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: -27520.214844 Penalty: 2736.656494 Iteration 1F: 3 clusters Score -27520.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -27592.300781 Penalty: 2736.656494 Iteration 2Q: 3 clusters Score -27592.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -27601.179688 Penalty: 2736.656494 Iteration 3Q: 3 clusters Score -27601.18 nChanged 3 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: -27610.701172 Penalty: 2736.656494 Iteration 4Q: 3 clusters Score -27610.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -27631.068359 Penalty: 2736.656494 Iteration 5Q: 3 clusters Score -27631.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -27631.068359 Penalty: 2736.656494 Iteration 6F: 3 clusters Score -27631.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14405 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8669 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6201 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1577 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3430 members Mstep: Class 19 contains 6367 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 760 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2149 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 403 members Mstep: Class 30 contains 5734 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7530 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15657006.000000 Penalty: 105018.632812 Iteration 119Q: 38 clusters Score -1.565701e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14406 members Mstep: Class 4 contains 5909 members Mstep: Class 5 contains 8672 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 189 members Mstep: Class 9 contains 6209 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1577 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 289 members Mstep: Class 18 contains 3431 members Mstep: Class 19 contains 6346 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 2025 members Mstep: Class 23 contains 760 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2149 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 403 members Mstep: Class 30 contains 5734 members Mstep: Class 31 contains 271 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7538 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 249 members Entering Unmasked Estep ConsiderDeletion Score: -15657132.000000 Penalty: 105018.632812 Iteration 120F: 38 clusters Score -1.565713e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14406 members Mstep: Class 4 contains 5909 members Mstep: Class 5 contains 8673 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 193 members Mstep: Class 9 contains 6217 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1579 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 288 members Mstep: Class 18 contains 3429 members Mstep: Class 19 contains 6325 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 301 members Mstep: Class 22 contains 2025 members Mstep: Class 23 contains 760 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2149 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 766 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5732 members Mstep: Class 31 contains 270 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7552 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657310.000000 Penalty: 105018.632812 Iteration 121Q: 38 clusters Score -1.565731e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14406 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8675 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 198 members Mstep: Class 9 contains 6224 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1583 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 288 members Mstep: Class 18 contains 3428 members Mstep: Class 19 contains 6303 members Mstep: Class 20 contains 187 members Mstep: Class 21 contains 301 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2150 members Mstep: Class 26 contains 254 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 407 members Mstep: Class 30 contains 5729 members Mstep: Class 31 contains 269 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7562 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 786 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657402.000000 Penalty: 105018.632812 Iteration 122Q: 38 clusters Score -1.56574e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14407 members Mstep: Class 4 contains 5912 members Mstep: Class 5 contains 8677 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6235 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1585 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 288 members Mstep: Class 18 contains 3430 members Mstep: Class 19 contains 6280 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2151 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5726 members Mstep: Class 31 contains 268 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7566 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657460.000000 Penalty: 105018.632812 Iteration 123Q: 38 clusters Score -1.565746e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14409 members Mstep: Class 4 contains 5912 members Mstep: Class 5 contains 8682 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 196 members Mstep: Class 9 contains 6247 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1585 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3429 members Mstep: Class 19 contains 6252 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2152 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5724 members Mstep: Class 31 contains 268 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7578 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657525.000000 Penalty: 105018.632812 Iteration 124Q: 38 clusters Score -1.565752e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14408 members Mstep: Class 4 contains 5912 members Mstep: Class 5 contains 8685 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6261 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1585 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3428 members Mstep: Class 19 contains 6233 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5722 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7583 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657590.000000 Penalty: 105018.632812 Iteration 125Q: 38 clusters Score -1.565759e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14405 members Mstep: Class 4 contains 5911 members Mstep: Class 5 contains 8682 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6273 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1588 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3426 members Mstep: Class 19 contains 6221 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5720 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7591 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657590.000000 Penalty: 105018.632812 Iteration 126Q: 38 clusters Score -1.565759e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14399 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8686 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6285 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1589 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3424 members Mstep: Class 19 contains 6201 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5721 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7602 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657598.000000 Penalty: 105018.632812 Iteration 127Q: 38 clusters Score -1.56576e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14399 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8685 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6295 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1590 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3423 members Mstep: Class 19 contains 6183 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5720 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7611 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657600.000000 Penalty: 105018.632812 Iteration 128Q: 38 clusters Score -1.56576e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14394 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8687 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6305 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1590 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3419 members Mstep: Class 19 contains 6167 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5719 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7625 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657621.000000 Penalty: 105018.632812 Iteration 129Q: 38 clusters Score -1.565762e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14394 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8688 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6314 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1590 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3417 members Mstep: Class 19 contains 6142 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5719 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7642 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657654.000000 Penalty: 105018.632812 Iteration 130Q: 38 clusters Score -1.565765e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14395 members Mstep: Class 4 contains 5909 members Mstep: Class 5 contains 8692 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6323 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1590 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3415 members Mstep: Class 19 contains 6118 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5719 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7655 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657661.000000 Penalty: 105018.632812 Iteration 131Q: 38 clusters Score -1.565766e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14392 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8696 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6330 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1591 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3413 members Mstep: Class 19 contains 6089 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5719 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7676 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657698.000000 Penalty: 105018.632812 Iteration 132Q: 38 clusters Score -1.56577e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14389 members Mstep: Class 4 contains 5911 members Mstep: Class 5 contains 8697 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6338 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1593 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3409 members Mstep: Class 19 contains 6075 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7687 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657713.000000 Penalty: 105018.632812 Iteration 133Q: 38 clusters Score -1.565771e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14389 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8699 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6342 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1593 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3404 members Mstep: Class 19 contains 6064 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5718 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7697 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657721.000000 Penalty: 105018.632812 Iteration 134Q: 38 clusters Score -1.565772e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14389 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8699 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6349 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1593 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3405 members Mstep: Class 19 contains 6048 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2153 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5718 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7705 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657734.000000 Penalty: 105018.632812 Iteration 135Q: 38 clusters Score -1.565773e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14389 members Mstep: Class 4 contains 5911 members Mstep: Class 5 contains 8700 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6354 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1592 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3402 members Mstep: Class 19 contains 6034 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5718 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7715 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657714.000000 Penalty: 105018.632812 Iteration 136Q: 38 clusters Score -1.565771e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14389 members Mstep: Class 4 contains 5911 members Mstep: Class 5 contains 8700 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6362 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1592 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3398 members Mstep: Class 19 contains 6025 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7721 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657702.000000 Penalty: 105018.632812 Iteration 137Q: 38 clusters Score -1.56577e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14387 members Mstep: Class 4 contains 5911 members Mstep: Class 5 contains 8699 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6371 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1592 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3395 members Mstep: Class 19 contains 6021 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2028 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7722 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657708.000000 Penalty: 105018.632812 Iteration 138Q: 38 clusters Score -1.565771e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14384 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8699 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6378 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1592 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3393 members Mstep: Class 19 contains 6018 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7725 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657738.000000 Penalty: 105018.632812 Iteration 139Q: 38 clusters Score -1.565774e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14382 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8699 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 197 members Mstep: Class 9 contains 6382 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1592 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 287 members Mstep: Class 18 contains 3388 members Mstep: Class 19 contains 6014 members Mstep: Class 20 contains 190 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 406 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7731 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657764.000000 Penalty: 105018.632812 Iteration 140F: 38 clusters Score -1.565776e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14378 members Mstep: Class 4 contains 5910 members Mstep: Class 5 contains 8699 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6392 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1591 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 286 members Mstep: Class 18 contains 3381 members Mstep: Class 19 contains 6018 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 302 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 765 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 405 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6181 members Mstep: Class 33 contains 7730 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657890.000000 Penalty: 105018.632812 Iteration 141Q: 38 clusters Score -1.565789e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14375 members Mstep: Class 4 contains 5911 members Mstep: Class 5 contains 8702 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6403 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1591 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 286 members Mstep: Class 18 contains 3374 members Mstep: Class 19 contains 6014 members Mstep: Class 20 contains 187 members Mstep: Class 21 contains 304 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 407 members Mstep: Class 30 contains 5715 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6180 members Mstep: Class 33 contains 7732 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 247 members Entering Unmasked Estep ConsiderDeletion Score: -15657948.000000 Penalty: 105018.632812 Iteration 142Q: 38 clusters Score -1.565795e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14373 members Mstep: Class 4 contains 5911 members Mstep: Class 5 contains 8707 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6410 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1591 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3367 members Mstep: Class 19 contains 6007 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5714 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6180 members Mstep: Class 33 contains 7736 members Mstep: Class 34 contains 333 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657941.000000 Penalty: 105018.632812 Iteration 143Q: 38 clusters Score -1.565794e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 14370 members Mstep: Class 4 contains 5911 members Mstep: Class 5 contains 8708 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6418 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1591 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3365 members Mstep: Class 19 contains 6003 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5715 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6180 members Mstep: Class 33 contains 7735 members Mstep: Class 34 contains 335 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 787 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657946.000000 Penalty: 105018.632812 Iteration 144Q: 38 clusters Score -1.565795e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14369 members Mstep: Class 4 contains 5912 members Mstep: Class 5 contains 8709 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6424 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1590 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4600 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3356 members Mstep: Class 19 contains 6001 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5715 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6180 members Mstep: Class 33 contains 7739 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657963.000000 Penalty: 105018.632812 Iteration 145Q: 38 clusters Score -1.565796e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14368 members Mstep: Class 4 contains 5914 members Mstep: Class 5 contains 8711 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6431 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1589 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4600 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3354 members Mstep: Class 19 contains 5994 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2028 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5715 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6180 members Mstep: Class 33 contains 7738 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657949.000000 Penalty: 105018.632812 Iteration 146Q: 38 clusters Score -1.565795e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14366 members Mstep: Class 4 contains 5915 members Mstep: Class 5 contains 8716 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6440 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1589 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4600 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3347 members Mstep: Class 19 contains 5996 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2028 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7731 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657977.000000 Penalty: 105018.632812 Iteration 147Q: 38 clusters Score -1.565798e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14367 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8719 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6457 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1589 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4600 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3339 members Mstep: Class 19 contains 5992 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2027 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2154 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6177 members Mstep: Class 33 contains 7723 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657964.000000 Penalty: 105018.632812 Iteration 148Q: 38 clusters Score -1.565796e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14367 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8721 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6469 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1590 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4600 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3333 members Mstep: Class 19 contains 5991 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2025 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2155 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6177 members Mstep: Class 33 contains 7715 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657976.000000 Penalty: 105018.632812 Iteration 149Q: 38 clusters Score -1.565798e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14368 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8727 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6476 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1590 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4600 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3327 members Mstep: Class 19 contains 5982 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2025 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2157 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6177 members Mstep: Class 33 contains 7714 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657980.000000 Penalty: 105018.632812 Iteration 150Q: 38 clusters Score -1.565798e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14367 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8732 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6480 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1590 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4600 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3316 members Mstep: Class 19 contains 5979 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2157 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6177 members Mstep: Class 33 contains 7720 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657944.000000 Penalty: 105018.632812 Iteration 151Q: 38 clusters Score -1.565794e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14367 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8734 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6484 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1591 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4600 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3308 members Mstep: Class 19 contains 5974 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2025 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2158 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6177 members Mstep: Class 33 contains 7726 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657947.000000 Penalty: 105018.632812 Iteration 152Q: 38 clusters Score -1.565795e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14366 members Mstep: Class 4 contains 5917 members Mstep: Class 5 contains 8737 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6492 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1592 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3300 members Mstep: Class 19 contains 5968 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2025 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2159 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6177 members Mstep: Class 33 contains 7728 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657949.000000 Penalty: 105018.632812 Iteration 153Q: 38 clusters Score -1.565795e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14365 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8739 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6495 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3289 members Mstep: Class 19 contains 5967 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2025 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2160 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7733 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657956.000000 Penalty: 105018.632812 Iteration 154Q: 38 clusters Score -1.565796e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14363 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8740 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6499 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3285 members Mstep: Class 19 contains 5960 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2163 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7739 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657964.000000 Penalty: 105018.632812 Iteration 155Q: 38 clusters Score -1.565796e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14361 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8747 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6502 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3277 members Mstep: Class 19 contains 5952 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2023 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2165 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7746 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657943.000000 Penalty: 105018.632812 Iteration 156Q: 38 clusters Score -1.565794e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14358 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8753 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6507 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3270 members Mstep: Class 19 contains 5951 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2023 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7746 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657936.000000 Penalty: 105018.632812 Iteration 157Q: 38 clusters Score -1.565794e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14357 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8755 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6508 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3265 members Mstep: Class 19 contains 5953 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7746 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657926.000000 Penalty: 105018.632812 Iteration 158Q: 38 clusters Score -1.565793e+07 nChanged 27 Entering ConstructFrom: Score: -15657926.000000 Penalty: 105018.632812 Entering ConstructFrom: Trying to split cluster 1 (1740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Entering Unmasked Estep Score: -287065.437500 Penalty: 1850.486816 Iteration 0F: 2 clusters Score -287065.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -284676.718750 Penalty: 3700.973633 Iteration 0F: 3 clusters Score -284676.7 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -285403.000000 Penalty: 3700.973633 Iteration 1F: 3 clusters Score -285403 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -285939.875000 Penalty: 3700.973633 Iteration 2F: 3 clusters Score -285939.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -286409.125000 Penalty: 3700.973633 Iteration 3F: 3 clusters Score -286409.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -286685.375000 Penalty: 3700.973633 Iteration 4F: 3 clusters Score -286685.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -286841.125000 Penalty: 3700.973633 Iteration 5F: 3 clusters Score -286841.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -286918.250000 Penalty: 3700.973633 Iteration 6Q: 3 clusters Score -286918.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -286947.312500 Penalty: 3700.973633 Iteration 7Q: 3 clusters Score -286947.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -286959.531250 Penalty: 3700.973633 Iteration 8Q: 3 clusters Score -286959.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -286963.531250 Penalty: 3700.973633 Iteration 9Q: 3 clusters Score -286963.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -286966.562500 Penalty: 3700.973633 Iteration 10Q: 3 clusters Score -286966.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -286969.781250 Penalty: 3700.973633 Iteration 11Q: 3 clusters Score -286969.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -286974.937500 Penalty: 3700.973633 Iteration 12Q: 3 clusters Score -286974.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -286979.531250 Penalty: 3700.973633 Iteration 13Q: 3 clusters Score -286979.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -286982.343750 Penalty: 3700.973633 Iteration 14Q: 3 clusters Score -286982.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -286982.343750 Penalty: 3700.973633 Iteration 15F: 3 clusters Score -286982.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -67911.312500 Penalty: 1549.514648 Iteration 0F: 2 clusters Score -67911.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -66518.523438 Penalty: 3099.029297 Iteration 0F: 3 clusters Score -66518.52 nChanged 120 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: -66764.343750 Penalty: 3099.029297 Iteration 1F: 3 clusters Score -66764.34 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -66875.609375 Penalty: 3099.029297 Iteration 2F: 3 clusters Score -66875.61 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -66985.976562 Penalty: 3099.029297 Iteration 3Q: 3 clusters Score -66985.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -67019.093750 Penalty: 3099.029297 Iteration 4Q: 3 clusters Score -67019.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -67046.109375 Penalty: 3099.029297 Iteration 5Q: 3 clusters Score -67046.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -67064.093750 Penalty: 3099.029297 Iteration 6Q: 3 clusters Score -67064.09 nChanged 4 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: -67068.765625 Penalty: 3099.029297 Iteration 7Q: 3 clusters Score -67068.77 nChanged 0 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: -67068.765625 Penalty: 3099.029297 Iteration 8F: 3 clusters Score -67068.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (14353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14353 members Entering Unmasked Estep Score: -2530064.000000 Penalty: 2373.785156 Iteration 0F: 2 clusters Score -2530064 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -2519691.000000 Penalty: 4747.570312 Iteration 0F: 3 clusters Score -2519691 nChanged 6126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -2523101.250000 Penalty: 4747.570312 Iteration 1F: 3 clusters Score -2523101 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -2523586.500000 Penalty: 4747.570312 Iteration 2F: 3 clusters Score -2523586 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -2524061.500000 Penalty: 4747.570312 Iteration 3F: 3 clusters Score -2524062 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -2524527.750000 Penalty: 4747.570312 Iteration 4F: 3 clusters Score -2524528 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -2525018.000000 Penalty: 4747.570312 Iteration 5F: 3 clusters Score -2525018 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -2525515.500000 Penalty: 4747.570312 Iteration 6F: 3 clusters Score -2525516 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -2526017.000000 Penalty: 4747.570312 Iteration 7F: 3 clusters Score -2526017 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -2526488.000000 Penalty: 4747.570312 Iteration 8F: 3 clusters Score -2526488 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -2526866.500000 Penalty: 4747.570312 Iteration 9Q: 3 clusters Score -2526866 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8820 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -2527200.250000 Penalty: 4747.570312 Iteration 10Q: 3 clusters Score -2527200 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9108 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -2527484.250000 Penalty: 4747.570312 Iteration 11Q: 3 clusters Score -2527484 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9377 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -2527685.000000 Penalty: 4747.570312 Iteration 12Q: 3 clusters Score -2527685 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -2527869.250000 Penalty: 4747.570312 Iteration 13Q: 3 clusters Score -2527869 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9934 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -2528017.000000 Penalty: 4747.570312 Iteration 14Q: 3 clusters Score -2528017 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -2528123.500000 Penalty: 4747.570312 Iteration 15Q: 3 clusters Score -2528124 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10403 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -2528213.500000 Penalty: 4747.570312 Iteration 16Q: 3 clusters Score -2528214 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10593 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -2528279.500000 Penalty: 4747.570312 Iteration 17Q: 3 clusters Score -2528280 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10789 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -2528349.250000 Penalty: 4747.570312 Iteration 18Q: 3 clusters Score -2528349 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -2528404.500000 Penalty: 4747.570312 Iteration 19Q: 3 clusters Score -2528404 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11112 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -2528464.500000 Penalty: 4747.570312 Iteration 20F: 3 clusters Score -2528464 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11257 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -2528511.500000 Penalty: 4747.570312 Iteration 21Q: 3 clusters Score -2528512 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11392 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -2528537.000000 Penalty: 4747.570312 Iteration 22Q: 3 clusters Score -2528537 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -2528578.000000 Penalty: 4747.570312 Iteration 23Q: 3 clusters Score -2528578 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11618 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -2528607.750000 Penalty: 4747.570312 Iteration 24Q: 3 clusters Score -2528608 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11734 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -2528646.250000 Penalty: 4747.570312 Iteration 25Q: 3 clusters Score -2528646 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11846 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -2528686.500000 Penalty: 4747.570312 Iteration 26Q: 3 clusters Score -2528686 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -2528733.750000 Penalty: 4747.570312 Iteration 27Q: 3 clusters Score -2528734 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -2528776.000000 Penalty: 4747.570312 Iteration 28Q: 3 clusters Score -2528776 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12184 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -2528823.250000 Penalty: 4747.570312 Iteration 29Q: 3 clusters Score -2528823 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12288 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -2528857.250000 Penalty: 4747.570312 Iteration 30Q: 3 clusters Score -2528857 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12379 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -2528894.500000 Penalty: 4747.570312 Iteration 31Q: 3 clusters Score -2528894 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12448 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -2528924.500000 Penalty: 4747.570312 Iteration 32Q: 3 clusters Score -2528924 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12515 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -2528954.500000 Penalty: 4747.570312 Iteration 33Q: 3 clusters Score -2528954 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12562 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -2528973.000000 Penalty: 4747.570312 Iteration 34Q: 3 clusters Score -2528973 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12598 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -2528985.000000 Penalty: 4747.570312 Iteration 35Q: 3 clusters Score -2528985 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12642 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -2529000.750000 Penalty: 4747.570312 Iteration 36Q: 3 clusters Score -2529001 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12677 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -2529014.250000 Penalty: 4747.570312 Iteration 37Q: 3 clusters Score -2529014 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12707 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -2529026.500000 Penalty: 4747.570312 Iteration 38Q: 3 clusters Score -2529026 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -2529034.750000 Penalty: 4747.570312 Iteration 39Q: 3 clusters Score -2529035 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12748 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -2529034.750000 Penalty: 4747.570312 Iteration 40F: 3 clusters Score -2529035 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12763 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -2529041.000000 Penalty: 4747.570312 Iteration 41Q: 3 clusters Score -2529041 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12772 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -2529039.500000 Penalty: 4747.570312 Iteration 42Q: 3 clusters Score -2529040 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12784 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -2529048.250000 Penalty: 4747.570312 Iteration 43Q: 3 clusters Score -2529048 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12796 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -2529056.750000 Penalty: 4747.570312 Iteration 44Q: 3 clusters Score -2529057 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12807 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -2529063.750000 Penalty: 4747.570312 Iteration 45Q: 3 clusters Score -2529064 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12821 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -2529066.500000 Penalty: 4747.570312 Iteration 46Q: 3 clusters Score -2529066 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12835 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -2529072.750000 Penalty: 4747.570312 Iteration 47Q: 3 clusters Score -2529073 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12845 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -2529074.500000 Penalty: 4747.570312 Iteration 48Q: 3 clusters Score -2529074 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12855 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -2529082.750000 Penalty: 4747.570312 Iteration 49Q: 3 clusters Score -2529083 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -2529080.250000 Penalty: 4747.570312 Iteration 50Q: 3 clusters Score -2529080 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12867 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -2529087.500000 Penalty: 4747.570312 Iteration 51Q: 3 clusters Score -2529088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12868 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -2529082.750000 Penalty: 4747.570312 Iteration 52Q: 3 clusters Score -2529083 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12871 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -2529084.250000 Penalty: 4747.570312 Iteration 53Q: 3 clusters Score -2529084 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12877 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -2529087.000000 Penalty: 4747.570312 Iteration 54Q: 3 clusters Score -2529087 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12877 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -2529088.250000 Penalty: 4747.570312 Iteration 55Q: 3 clusters Score -2529088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12878 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -2529089.000000 Penalty: 4747.570312 Iteration 56Q: 3 clusters Score -2529089 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12879 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -2529086.500000 Penalty: 4747.570312 Iteration 57Q: 3 clusters Score -2529086 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12880 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -2529093.250000 Penalty: 4747.570312 Iteration 58Q: 3 clusters Score -2529093 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12883 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -2529092.500000 Penalty: 4747.570312 Iteration 59Q: 3 clusters Score -2529092 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -2529093.000000 Penalty: 4747.570312 Iteration 60F: 3 clusters Score -2529093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12885 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -2529090.000000 Penalty: 4747.570312 Iteration 61Q: 3 clusters Score -2529090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -2529093.750000 Penalty: 4747.570312 Iteration 62Q: 3 clusters Score -2529094 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -2529091.500000 Penalty: 4747.570312 Iteration 63Q: 3 clusters Score -2529092 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -2529091.500000 Penalty: 4747.570312 Iteration 64F: 3 clusters Score -2529092 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Entering Unmasked Estep Score: -1048883.375000 Penalty: 2154.025146 Iteration 0F: 2 clusters Score -1048883 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 3044 members Entering Unmasked Estep Score: -1043832.812500 Penalty: 4308.050293 Iteration 0F: 3 clusters Score -1043833 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -1045559.125000 Penalty: 4308.050293 Iteration 1F: 3 clusters Score -1045559 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -1046356.000000 Penalty: 4308.050293 Iteration 2F: 3 clusters Score -1046356 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1046955.875000 Penalty: 4308.050293 Iteration 3F: 3 clusters Score -1046956 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1047340.937500 Penalty: 4308.050293 Iteration 4F: 3 clusters Score -1047341 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -1047546.187500 Penalty: 4308.050293 Iteration 5Q: 3 clusters Score -1047546 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1047669.375000 Penalty: 4308.050293 Iteration 6Q: 3 clusters Score -1047669 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1047744.125000 Penalty: 4308.050293 Iteration 7Q: 3 clusters Score -1047744 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1047807.062500 Penalty: 4308.050293 Iteration 8Q: 3 clusters Score -1047807 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -1047862.750000 Penalty: 4308.050293 Iteration 9Q: 3 clusters Score -1047863 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -1047907.875000 Penalty: 4308.050293 Iteration 10Q: 3 clusters Score -1047908 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -1047950.312500 Penalty: 4308.050293 Iteration 11Q: 3 clusters Score -1047950 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -1047984.125000 Penalty: 4308.050293 Iteration 12Q: 3 clusters Score -1047984 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -1048023.125000 Penalty: 4308.050293 Iteration 13Q: 3 clusters Score -1048023 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1048054.062500 Penalty: 4308.050293 Iteration 14Q: 3 clusters Score -1048054 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1048078.937500 Penalty: 4308.050293 Iteration 15Q: 3 clusters Score -1048079 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1048096.187500 Penalty: 4308.050293 Iteration 16Q: 3 clusters Score -1048096 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -1048108.500000 Penalty: 4308.050293 Iteration 17Q: 3 clusters Score -1048108 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -1048121.875000 Penalty: 4308.050293 Iteration 18Q: 3 clusters Score -1048122 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1048131.250000 Penalty: 4308.050293 Iteration 19Q: 3 clusters Score -1048131 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -1048144.312500 Penalty: 4308.050293 Iteration 20F: 3 clusters Score -1048144 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -1048162.312500 Penalty: 4308.050293 Iteration 21Q: 3 clusters Score -1048162 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1048177.687500 Penalty: 4308.050293 Iteration 22Q: 3 clusters Score -1048178 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1048194.562500 Penalty: 4308.050293 Iteration 23Q: 3 clusters Score -1048195 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -1048203.062500 Penalty: 4308.050293 Iteration 24Q: 3 clusters Score -1048203 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1048205.062500 Penalty: 4308.050293 Iteration 25Q: 3 clusters Score -1048205 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1048208.625000 Penalty: 4308.050293 Iteration 26Q: 3 clusters Score -1048209 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1048211.750000 Penalty: 4308.050293 Iteration 27Q: 3 clusters Score -1048212 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1048212.187500 Penalty: 4308.050293 Iteration 28Q: 3 clusters Score -1048212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1048213.875000 Penalty: 4308.050293 Iteration 29Q: 3 clusters Score -1048214 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1048214.687500 Penalty: 4308.050293 Iteration 30Q: 3 clusters Score -1048215 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1048214.687500 Penalty: 4308.050293 Iteration 31F: 3 clusters Score -1048215 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8759 members Entering Unmasked Estep Score: -1569035.500000 Penalty: 2251.303467 Iteration 0F: 2 clusters Score -1569036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1562134.625000 Penalty: 4502.606934 Iteration 0F: 3 clusters Score -1562135 nChanged 3572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1564067.125000 Penalty: 4502.606934 Iteration 1F: 3 clusters Score -1564067 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1564347.000000 Penalty: 4502.606934 Iteration 2F: 3 clusters Score -1564347 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -1564526.375000 Penalty: 4502.606934 Iteration 3Q: 3 clusters Score -1564526 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -1564664.625000 Penalty: 4502.606934 Iteration 4Q: 3 clusters Score -1564665 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -1564769.375000 Penalty: 4502.606934 Iteration 5Q: 3 clusters Score -1564769 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -1564854.750000 Penalty: 4502.606934 Iteration 6Q: 3 clusters Score -1564855 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -1564935.250000 Penalty: 4502.606934 Iteration 7Q: 3 clusters Score -1564935 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -1565011.625000 Penalty: 4502.606934 Iteration 8Q: 3 clusters Score -1565012 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -1565087.750000 Penalty: 4502.606934 Iteration 9Q: 3 clusters Score -1565088 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -1565182.500000 Penalty: 4502.606934 Iteration 10Q: 3 clusters Score -1565182 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1565295.875000 Penalty: 4502.606934 Iteration 11Q: 3 clusters Score -1565296 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -1565416.750000 Penalty: 4502.606934 Iteration 12Q: 3 clusters Score -1565417 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1565571.375000 Penalty: 4502.606934 Iteration 13Q: 3 clusters Score -1565571 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -1565752.375000 Penalty: 4502.606934 Iteration 14Q: 3 clusters Score -1565752 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -1565971.500000 Penalty: 4502.606934 Iteration 15Q: 3 clusters Score -1565972 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -1566208.625000 Penalty: 4502.606934 Iteration 16Q: 3 clusters Score -1566209 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -1566469.125000 Penalty: 4502.606934 Iteration 17Q: 3 clusters Score -1566469 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -1566731.625000 Penalty: 4502.606934 Iteration 18Q: 3 clusters Score -1566732 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -1566943.125000 Penalty: 4502.606934 Iteration 19Q: 3 clusters Score -1566943 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -1567125.250000 Penalty: 4502.606934 Iteration 20F: 3 clusters Score -1567125 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -1567261.375000 Penalty: 4502.606934 Iteration 21Q: 3 clusters Score -1567261 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -1567348.875000 Penalty: 4502.606934 Iteration 22Q: 3 clusters Score -1567349 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -1567417.250000 Penalty: 4502.606934 Iteration 23Q: 3 clusters Score -1567417 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -1567475.625000 Penalty: 4502.606934 Iteration 24Q: 3 clusters Score -1567476 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1567516.625000 Penalty: 4502.606934 Iteration 25Q: 3 clusters Score -1567517 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -1567554.000000 Penalty: 4502.606934 Iteration 26Q: 3 clusters Score -1567554 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -1567588.000000 Penalty: 4502.606934 Iteration 27Q: 3 clusters Score -1567588 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -1567609.625000 Penalty: 4502.606934 Iteration 28Q: 3 clusters Score -1567610 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -1567619.875000 Penalty: 4502.606934 Iteration 29Q: 3 clusters Score -1567620 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -1567632.875000 Penalty: 4502.606934 Iteration 30Q: 3 clusters Score -1567633 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1567639.625000 Penalty: 4502.606934 Iteration 31Q: 3 clusters Score -1567640 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -1567642.000000 Penalty: 4502.606934 Iteration 32Q: 3 clusters Score -1567642 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -1567643.750000 Penalty: 4502.606934 Iteration 33Q: 3 clusters Score -1567644 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -1567646.875000 Penalty: 4502.606934 Iteration 34Q: 3 clusters Score -1567647 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -1567651.750000 Penalty: 4502.606934 Iteration 35Q: 3 clusters Score -1567652 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1567651.375000 Penalty: 4502.606934 Iteration 36Q: 3 clusters Score -1567651 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -1567656.000000 Penalty: 4502.606934 Iteration 37Q: 3 clusters Score -1567656 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -1567656.625000 Penalty: 4502.606934 Iteration 38Q: 3 clusters Score -1567657 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -1567658.750000 Penalty: 4502.606934 Iteration 39Q: 3 clusters Score -1567659 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -1567661.750000 Penalty: 4502.606934 Iteration 40F: 3 clusters Score -1567662 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -1567661.625000 Penalty: 4502.606934 Iteration 41Q: 3 clusters Score -1567662 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1567662.750000 Penalty: 4502.606934 Iteration 42Q: 3 clusters Score -1567663 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1567661.750000 Penalty: 4502.606934 Iteration 43Q: 3 clusters Score -1567662 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -1567661.750000 Penalty: 4502.606934 Iteration 44Q: 3 clusters Score -1567662 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -1567662.000000 Penalty: 4502.606934 Iteration 45Q: 3 clusters Score -1567662 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -1567663.750000 Penalty: 4502.606934 Iteration 46Q: 3 clusters Score -1567664 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -1567665.125000 Penalty: 4502.606934 Iteration 47Q: 3 clusters Score -1567665 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -1567666.500000 Penalty: 4502.606934 Iteration 48Q: 3 clusters Score -1567666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1567668.125000 Penalty: 4502.606934 Iteration 49Q: 3 clusters Score -1567668 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -1567666.500000 Penalty: 4502.606934 Iteration 50Q: 3 clusters Score -1567666 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -1567668.500000 Penalty: 4502.606934 Iteration 51Q: 3 clusters Score -1567668 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -1567667.500000 Penalty: 4502.606934 Iteration 52Q: 3 clusters Score -1567668 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -1567672.875000 Penalty: 4502.606934 Iteration 53Q: 3 clusters Score -1567673 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -1567670.125000 Penalty: 4502.606934 Iteration 54Q: 3 clusters Score -1567670 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -1567673.250000 Penalty: 4502.606934 Iteration 55Q: 3 clusters Score -1567673 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -1567674.000000 Penalty: 4502.606934 Iteration 56Q: 3 clusters Score -1567674 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -1567673.750000 Penalty: 4502.606934 Iteration 57Q: 3 clusters Score -1567674 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -1567674.875000 Penalty: 4502.606934 Iteration 58Q: 3 clusters Score -1567675 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -1567677.875000 Penalty: 4502.606934 Iteration 59Q: 3 clusters Score -1567678 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -1567679.125000 Penalty: 4502.606934 Iteration 60F: 3 clusters Score -1567679 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -1567679.125000 Penalty: 4502.606934 Iteration 61Q: 3 clusters Score -1567679 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -1567678.250000 Penalty: 4502.606934 Iteration 62Q: 3 clusters Score -1567678 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -1567680.125000 Penalty: 4502.606934 Iteration 63Q: 3 clusters Score -1567680 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -1567680.500000 Penalty: 4502.606934 Iteration 64Q: 3 clusters Score -1567680 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1567682.250000 Penalty: 4502.606934 Iteration 65Q: 3 clusters Score -1567682 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1567682.250000 Penalty: 4502.606934 Iteration 66F: 3 clusters Score -1567682 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Entering Unmasked Estep Score: -326220.062500 Penalty: 1880.013550 Iteration 0F: 2 clusters Score -326220.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -323614.156250 Penalty: 3760.027100 Iteration 0F: 3 clusters Score -323614.2 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -324087.750000 Penalty: 3760.027100 Iteration 1F: 3 clusters Score -324087.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -324225.468750 Penalty: 3760.027100 Iteration 2F: 3 clusters Score -324225.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -324346.906250 Penalty: 3760.027100 Iteration 3F: 3 clusters Score -324346.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -324517.156250 Penalty: 3760.027100 Iteration 4Q: 3 clusters Score -324517.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -324710.968750 Penalty: 3760.027100 Iteration 5F: 3 clusters Score -324711 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -324885.281250 Penalty: 3760.027100 Iteration 6Q: 3 clusters Score -324885.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -325009.187500 Penalty: 3760.027100 Iteration 7Q: 3 clusters Score -325009.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -325138.062500 Penalty: 3760.027100 Iteration 8Q: 3 clusters Score -325138.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -325229.125000 Penalty: 3760.027100 Iteration 9Q: 3 clusters Score -325229.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -325337.562500 Penalty: 3760.027100 Iteration 10Q: 3 clusters Score -325337.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -325431.000000 Penalty: 3760.027100 Iteration 11Q: 3 clusters Score -325431 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -325497.656250 Penalty: 3760.027100 Iteration 12Q: 3 clusters Score -325497.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -325563.906250 Penalty: 3760.027100 Iteration 13Q: 3 clusters Score -325563.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -325621.687500 Penalty: 3760.027100 Iteration 14Q: 3 clusters Score -325621.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -325655.781250 Penalty: 3760.027100 Iteration 15Q: 3 clusters Score -325655.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -325688.281250 Penalty: 3760.027100 Iteration 16Q: 3 clusters Score -325688.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -325714.656250 Penalty: 3760.027100 Iteration 17Q: 3 clusters Score -325714.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -325733.281250 Penalty: 3760.027100 Iteration 18Q: 3 clusters Score -325733.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -325744.062500 Penalty: 3760.027100 Iteration 19Q: 3 clusters Score -325744.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -325755.750000 Penalty: 3760.027100 Iteration 20F: 3 clusters Score -325755.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -325762.156250 Penalty: 3760.027100 Iteration 21Q: 3 clusters Score -325762.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -325766.812500 Penalty: 3760.027100 Iteration 22Q: 3 clusters Score -325766.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -325769.156250 Penalty: 3760.027100 Iteration 23Q: 3 clusters Score -325769.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -325772.812500 Penalty: 3760.027100 Iteration 24Q: 3 clusters Score -325772.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -325774.343750 Penalty: 3760.027100 Iteration 25Q: 3 clusters Score -325774.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -325774.531250 Penalty: 3760.027100 Iteration 26Q: 3 clusters Score -325774.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -325775.625000 Penalty: 3760.027100 Iteration 27Q: 3 clusters Score -325775.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -325775.968750 Penalty: 3760.027100 Iteration 28Q: 3 clusters Score -325776 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -325776.062500 Penalty: 3760.027100 Iteration 29Q: 3 clusters Score -325776.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -325777.437500 Penalty: 3760.027100 Iteration 30Q: 3 clusters Score -325777.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -325777.437500 Penalty: 3760.027100 Iteration 31F: 3 clusters Score -325777.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Entering Unmasked Estep Score: -78112.054688 Penalty: 1542.706299 Iteration 0F: 2 clusters Score -78112.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -76653.742188 Penalty: 3085.412598 Iteration 0F: 3 clusters Score -76653.74 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -76820.226562 Penalty: 3085.412598 Iteration 1F: 3 clusters Score -76820.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -76853.945312 Penalty: 3085.412598 Iteration 2Q: 3 clusters Score -76853.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -76896.203125 Penalty: 3085.412598 Iteration 3Q: 3 clusters Score -76896.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -76940.953125 Penalty: 3085.412598 Iteration 4Q: 3 clusters Score -76940.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -76982.125000 Penalty: 3085.412598 Iteration 5Q: 3 clusters Score -76982.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77005.304688 Penalty: 3085.412598 Iteration 6Q: 3 clusters Score -77005.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -77015.867188 Penalty: 3085.412598 Iteration 7Q: 3 clusters Score -77015.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -77022.437500 Penalty: 3085.412598 Iteration 8Q: 3 clusters Score -77022.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77043.093750 Penalty: 3085.412598 Iteration 9Q: 3 clusters Score -77043.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77058.031250 Penalty: 3085.412598 Iteration 10Q: 3 clusters Score -77058.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77071.101562 Penalty: 3085.412598 Iteration 11Q: 3 clusters Score -77071.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -77098.656250 Penalty: 3085.412598 Iteration 12Q: 3 clusters Score -77098.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77106.820312 Penalty: 3085.412598 Iteration 13Q: 3 clusters Score -77106.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77110.343750 Penalty: 3085.412598 Iteration 14Q: 3 clusters Score -77110.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -77110.343750 Penalty: 3085.412598 Iteration 15F: 3 clusters Score -77110.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Entering Unmasked Estep Score: -24736.562500 Penalty: 1316.450317 Iteration 0F: 2 clusters Score -24736.56 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 96 members Entering Unmasked Estep Score: -23717.013672 Penalty: 2632.900635 Iteration 0F: 3 clusters Score -23717.01 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -23811.416016 Penalty: 2632.900635 Iteration 1F: 3 clusters Score -23811.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -23846.470703 Penalty: 2632.900635 Iteration 2Q: 3 clusters Score -23846.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -23848.187500 Penalty: 2632.900635 Iteration 3Q: 3 clusters Score -23848.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -23852.705078 Penalty: 2632.900635 Iteration 4Q: 3 clusters Score -23852.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -23852.705078 Penalty: 2632.900635 Iteration 5F: 3 clusters Score -23852.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Entering Unmasked Estep Score: -1152320.125000 Penalty: 2177.787598 Iteration 0F: 2 clusters Score -1152320 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -1146794.500000 Penalty: 4355.575195 Iteration 0F: 3 clusters Score -1146794 nChanged 2619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -1148312.625000 Penalty: 4355.575195 Iteration 1F: 3 clusters Score -1148313 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -1148545.625000 Penalty: 4355.575195 Iteration 2F: 3 clusters Score -1148546 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -1148681.125000 Penalty: 4355.575195 Iteration 3Q: 3 clusters Score -1148681 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -1148796.250000 Penalty: 4355.575195 Iteration 4Q: 3 clusters Score -1148796 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -1148910.375000 Penalty: 4355.575195 Iteration 5Q: 3 clusters Score -1148910 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -1149019.000000 Penalty: 4355.575195 Iteration 6Q: 3 clusters Score -1149019 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -1149136.125000 Penalty: 4355.575195 Iteration 7Q: 3 clusters Score -1149136 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -1149296.000000 Penalty: 4355.575195 Iteration 8Q: 3 clusters Score -1149296 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -1149480.500000 Penalty: 4355.575195 Iteration 9Q: 3 clusters Score -1149480 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -1149671.750000 Penalty: 4355.575195 Iteration 10Q: 3 clusters Score -1149672 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -1149846.625000 Penalty: 4355.575195 Iteration 11Q: 3 clusters Score -1149847 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1149990.375000 Penalty: 4355.575195 Iteration 12Q: 3 clusters Score -1149990 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1150086.625000 Penalty: 4355.575195 Iteration 13Q: 3 clusters Score -1150087 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -1150183.000000 Penalty: 4355.575195 Iteration 14Q: 3 clusters Score -1150183 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1150268.250000 Penalty: 4355.575195 Iteration 15Q: 3 clusters Score -1150268 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1150335.250000 Penalty: 4355.575195 Iteration 16Q: 3 clusters Score -1150335 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1150385.875000 Penalty: 4355.575195 Iteration 17Q: 3 clusters Score -1150386 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1150417.000000 Penalty: 4355.575195 Iteration 18Q: 3 clusters Score -1150417 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1150437.250000 Penalty: 4355.575195 Iteration 19Q: 3 clusters Score -1150437 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1150462.125000 Penalty: 4355.575195 Iteration 20F: 3 clusters Score -1150462 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1150474.500000 Penalty: 4355.575195 Iteration 21Q: 3 clusters Score -1150474 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -1150489.125000 Penalty: 4355.575195 Iteration 22Q: 3 clusters Score -1150489 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1150493.500000 Penalty: 4355.575195 Iteration 23Q: 3 clusters Score -1150494 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1150499.000000 Penalty: 4355.575195 Iteration 24Q: 3 clusters Score -1150499 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1150502.000000 Penalty: 4355.575195 Iteration 25Q: 3 clusters Score -1150502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1150503.500000 Penalty: 4355.575195 Iteration 26Q: 3 clusters Score -1150504 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -1150504.750000 Penalty: 4355.575195 Iteration 27Q: 3 clusters Score -1150505 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -1150506.000000 Penalty: 4355.575195 Iteration 28Q: 3 clusters Score -1150506 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5900 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -1150506.500000 Penalty: 4355.575195 Iteration 29Q: 3 clusters Score -1150506 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1150509.375000 Penalty: 4355.575195 Iteration 30Q: 3 clusters Score -1150509 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -1150510.625000 Penalty: 4355.575195 Iteration 31Q: 3 clusters Score -1150511 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1150509.875000 Penalty: 4355.575195 Iteration 32Q: 3 clusters Score -1150510 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1150509.875000 Penalty: 4355.575195 Iteration 33F: 3 clusters Score -1150510 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (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: -197048.109375 Penalty: 1772.984619 Iteration 0F: 2 clusters Score -197048.1 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 642 members Entering Unmasked Estep Score: -194967.187500 Penalty: 3545.969238 Iteration 0F: 3 clusters Score -194967.2 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -195389.812500 Penalty: 3545.969238 Iteration 1F: 3 clusters Score -195389.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -195524.703125 Penalty: 3545.969238 Iteration 2F: 3 clusters Score -195524.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -195653.468750 Penalty: 3545.969238 Iteration 3F: 3 clusters Score -195653.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -195779.296875 Penalty: 3545.969238 Iteration 4Q: 3 clusters Score -195779.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -195869.078125 Penalty: 3545.969238 Iteration 5Q: 3 clusters Score -195869.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -195949.203125 Penalty: 3545.969238 Iteration 6Q: 3 clusters Score -195949.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -196016.937500 Penalty: 3545.969238 Iteration 7Q: 3 clusters Score -196016.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -196094.312500 Penalty: 3545.969238 Iteration 8Q: 3 clusters Score -196094.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -196183.000000 Penalty: 3545.969238 Iteration 9Q: 3 clusters Score -196183 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -196242.859375 Penalty: 3545.969238 Iteration 10Q: 3 clusters Score -196242.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -196298.890625 Penalty: 3545.969238 Iteration 11Q: 3 clusters Score -196298.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -196389.968750 Penalty: 3545.969238 Iteration 12Q: 3 clusters Score -196390 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -196465.296875 Penalty: 3545.969238 Iteration 13Q: 3 clusters Score -196465.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -196539.468750 Penalty: 3545.969238 Iteration 14Q: 3 clusters Score -196539.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -196596.921875 Penalty: 3545.969238 Iteration 15Q: 3 clusters Score -196596.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -196638.078125 Penalty: 3545.969238 Iteration 16Q: 3 clusters Score -196638.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -196677.281250 Penalty: 3545.969238 Iteration 17Q: 3 clusters Score -196677.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -196757.281250 Penalty: 3545.969238 Iteration 18Q: 3 clusters Score -196757.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -196828.765625 Penalty: 3545.969238 Iteration 19Q: 3 clusters Score -196828.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -196863.468750 Penalty: 3545.969238 Iteration 20F: 3 clusters Score -196863.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -196895.421875 Penalty: 3545.969238 Iteration 21Q: 3 clusters Score -196895.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -196914.796875 Penalty: 3545.969238 Iteration 22Q: 3 clusters Score -196914.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -196944.406250 Penalty: 3545.969238 Iteration 23Q: 3 clusters Score -196944.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -196965.218750 Penalty: 3545.969238 Iteration 24Q: 3 clusters Score -196965.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -196982.984375 Penalty: 3545.969238 Iteration 25Q: 3 clusters Score -196983 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -196988.093750 Penalty: 3545.969238 Iteration 26Q: 3 clusters Score -196988.1 nChanged 5 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: -196993.171875 Penalty: 3545.969238 Iteration 27Q: 3 clusters Score -196993.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -196999.109375 Penalty: 3545.969238 Iteration 28Q: 3 clusters Score -196999.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -197004.218750 Penalty: 3545.969238 Iteration 29Q: 3 clusters Score -197004.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -197010.218750 Penalty: 3545.969238 Iteration 30Q: 3 clusters Score -197010.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -197021.765625 Penalty: 3545.969238 Iteration 31Q: 3 clusters Score -197021.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -197026.125000 Penalty: 3545.969238 Iteration 32Q: 3 clusters Score -197026.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -197032.750000 Penalty: 3545.969238 Iteration 33Q: 3 clusters Score -197032.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -197036.390625 Penalty: 3545.969238 Iteration 34Q: 3 clusters Score -197036.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -197042.890625 Penalty: 3545.969238 Iteration 35Q: 3 clusters Score -197042.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -197053.906250 Penalty: 3545.969238 Iteration 36Q: 3 clusters Score -197053.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -197073.046875 Penalty: 3545.969238 Iteration 37Q: 3 clusters Score -197073 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -197088.687500 Penalty: 3545.969238 Iteration 38Q: 3 clusters Score -197088.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -197101.062500 Penalty: 3545.969238 Iteration 39Q: 3 clusters Score -197101.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -197115.484375 Penalty: 3545.969238 Iteration 40F: 3 clusters Score -197115.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -197117.578125 Penalty: 3545.969238 Iteration 41Q: 3 clusters Score -197117.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -197123.921875 Penalty: 3545.969238 Iteration 42Q: 3 clusters Score -197123.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -197123.921875 Penalty: 3545.969238 Iteration 43F: 3 clusters Score -197123.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14353 members Mstep: Class 4 contains 5917 members Mstep: Class 5 contains 8759 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6512 members Mstep: Class 10 contains 977 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3258 members Mstep: Class 19 contains 5952 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7749 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Mstep: Class 38 contains 296 members Entering Unmasked Estep Score: -15656965.000000 Penalty: 107856.976562 Splitting cluster 10 changes total score from -15657926.000000 to -15656965.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -46737.449219 Penalty: 1394.756348 Iteration 0F: 2 clusters Score -46737.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -45643.492188 Penalty: 2789.512695 Iteration 0F: 3 clusters Score -45643.49 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -45772.687500 Penalty: 2789.512695 Iteration 1F: 3 clusters Score -45772.69 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -45903.507812 Penalty: 2789.512695 Iteration 2F: 3 clusters Score -45903.51 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -46010.664062 Penalty: 2789.512695 Iteration 3F: 3 clusters Score -46010.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -46104.085938 Penalty: 2789.512695 Iteration 4Q: 3 clusters Score -46104.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -46116.656250 Penalty: 2789.512695 Iteration 5Q: 3 clusters Score -46116.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -46147.328125 Penalty: 2789.512695 Iteration 6Q: 3 clusters Score -46147.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -46163.679688 Penalty: 2789.512695 Iteration 7Q: 3 clusters Score -46163.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -46172.613281 Penalty: 2789.512695 Iteration 8Q: 3 clusters Score -46172.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -46172.613281 Penalty: 2789.512695 Iteration 9F: 3 clusters Score -46172.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Entering Unmasked Estep Score: -265581.125000 Penalty: 1828.752441 Iteration 0F: 2 clusters Score -265581.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -263275.281250 Penalty: 3657.504883 Iteration 0F: 3 clusters Score -263275.3 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -263791.718750 Penalty: 3657.504883 Iteration 1F: 3 clusters Score -263791.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -263993.156250 Penalty: 3657.504883 Iteration 2F: 3 clusters Score -263993.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -264160.718750 Penalty: 3657.504883 Iteration 3F: 3 clusters Score -264160.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -264276.093750 Penalty: 3657.504883 Iteration 4Q: 3 clusters Score -264276.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -264355.843750 Penalty: 3657.504883 Iteration 5Q: 3 clusters Score -264355.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -264452.156250 Penalty: 3657.504883 Iteration 6Q: 3 clusters Score -264452.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -264553.625000 Penalty: 3657.504883 Iteration 7Q: 3 clusters Score -264553.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -264641.343750 Penalty: 3657.504883 Iteration 8Q: 3 clusters Score -264641.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -264715.937500 Penalty: 3657.504883 Iteration 9Q: 3 clusters Score -264715.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -264788.937500 Penalty: 3657.504883 Iteration 10Q: 3 clusters Score -264788.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -264839.093750 Penalty: 3657.504883 Iteration 11Q: 3 clusters Score -264839.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -264875.750000 Penalty: 3657.504883 Iteration 12Q: 3 clusters Score -264875.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -264899.093750 Penalty: 3657.504883 Iteration 13Q: 3 clusters Score -264899.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -264921.187500 Penalty: 3657.504883 Iteration 14Q: 3 clusters Score -264921.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -264934.906250 Penalty: 3657.504883 Iteration 15Q: 3 clusters Score -264934.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -264944.437500 Penalty: 3657.504883 Iteration 16Q: 3 clusters Score -264944.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -264950.750000 Penalty: 3657.504883 Iteration 17Q: 3 clusters Score -264950.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -264956.250000 Penalty: 3657.504883 Iteration 18Q: 3 clusters Score -264956.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -264957.218750 Penalty: 3657.504883 Iteration 19Q: 3 clusters Score -264957.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -264957.562500 Penalty: 3657.504883 Iteration 20F: 3 clusters Score -264957.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -264958.593750 Penalty: 3657.504883 Iteration 21Q: 3 clusters Score -264958.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -264959.625000 Penalty: 3657.504883 Iteration 22Q: 3 clusters Score -264959.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -264959.625000 Penalty: 3657.504883 Iteration 23F: 3 clusters Score -264959.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (629 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Entering Unmasked Estep Score: -105036.304688 Penalty: 1598.144531 Iteration 0F: 2 clusters Score -105036.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -103462.320312 Penalty: 3196.289062 Iteration 0F: 3 clusters Score -103462.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -103870.906250 Penalty: 3196.289062 Iteration 1F: 3 clusters Score -103870.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -104188.125000 Penalty: 3196.289062 Iteration 2F: 3 clusters Score -104188.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -104382.796875 Penalty: 3196.289062 Iteration 3F: 3 clusters Score -104382.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -104523.789062 Penalty: 3196.289062 Iteration 4Q: 3 clusters Score -104523.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -104732.171875 Penalty: 3196.289062 Iteration 5Q: 3 clusters Score -104732.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -104850.117188 Penalty: 3196.289062 Iteration 6Q: 3 clusters Score -104850.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -104891.132812 Penalty: 3196.289062 Iteration 7Q: 3 clusters Score -104891.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -104929.703125 Penalty: 3196.289062 Iteration 8Q: 3 clusters Score -104929.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -104944.906250 Penalty: 3196.289062 Iteration 9Q: 3 clusters Score -104944.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -104960.867188 Penalty: 3196.289062 Iteration 10Q: 3 clusters Score -104960.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -104972.054688 Penalty: 3196.289062 Iteration 11Q: 3 clusters Score -104972.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -104978.687500 Penalty: 3196.289062 Iteration 12Q: 3 clusters Score -104978.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -104983.570312 Penalty: 3196.289062 Iteration 13Q: 3 clusters Score -104983.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -104983.570312 Penalty: 3196.289062 Iteration 14F: 3 clusters Score -104983.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Entering Unmasked Estep Score: -113372.796875 Penalty: 1624.313354 Iteration 0F: 2 clusters Score -113372.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -111689.257812 Penalty: 3248.626709 Iteration 0F: 3 clusters Score -111689.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -111903.062500 Penalty: 3248.626709 Iteration 1F: 3 clusters Score -111903.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -111963.234375 Penalty: 3248.626709 Iteration 2F: 3 clusters Score -111963.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -112002.460938 Penalty: 3248.626709 Iteration 3Q: 3 clusters Score -112002.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -112028.351562 Penalty: 3248.626709 Iteration 4Q: 3 clusters Score -112028.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -112058.039062 Penalty: 3248.626709 Iteration 5Q: 3 clusters Score -112058 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -112077.148438 Penalty: 3248.626709 Iteration 6Q: 3 clusters Score -112077.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -112087.171875 Penalty: 3248.626709 Iteration 7Q: 3 clusters Score -112087.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -112109.648438 Penalty: 3248.626709 Iteration 8Q: 3 clusters Score -112109.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -112147.773438 Penalty: 3248.626709 Iteration 9Q: 3 clusters Score -112147.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -112263.750000 Penalty: 3248.626709 Iteration 10Q: 3 clusters Score -112263.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -112440.703125 Penalty: 3248.626709 Iteration 11Q: 3 clusters Score -112440.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -112589.312500 Penalty: 3248.626709 Iteration 12Q: 3 clusters Score -112589.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -112733.796875 Penalty: 3248.626709 Iteration 13Q: 3 clusters Score -112733.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -112844.960938 Penalty: 3248.626709 Iteration 14Q: 3 clusters Score -112845 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -112916.343750 Penalty: 3248.626709 Iteration 15Q: 3 clusters Score -112916.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -112948.562500 Penalty: 3248.626709 Iteration 16Q: 3 clusters Score -112948.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -112962.343750 Penalty: 3248.626709 Iteration 17Q: 3 clusters Score -112962.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -112967.578125 Penalty: 3248.626709 Iteration 18Q: 3 clusters Score -112967.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -112969.960938 Penalty: 3248.626709 Iteration 19Q: 3 clusters Score -112970 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -112971.414062 Penalty: 3248.626709 Iteration 20F: 3 clusters Score -112971.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -112974.351562 Penalty: 3248.626709 Iteration 21Q: 3 clusters Score -112974.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -112974.351562 Penalty: 3248.626709 Iteration 22F: 3 clusters Score -112974.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Entering Unmasked Estep Score: -786066.312500 Penalty: 2091.531250 Iteration 0F: 2 clusters Score -786066.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -781766.812500 Penalty: 4183.062500 Iteration 0F: 3 clusters Score -781766.8 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -782802.750000 Penalty: 4183.062500 Iteration 1F: 3 clusters Score -782802.8 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -783113.375000 Penalty: 4183.062500 Iteration 2F: 3 clusters Score -783113.4 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -783440.937500 Penalty: 4183.062500 Iteration 3F: 3 clusters Score -783440.9 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -783783.937500 Penalty: 4183.062500 Iteration 4F: 3 clusters Score -783783.9 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -784096.375000 Penalty: 4183.062500 Iteration 5F: 3 clusters Score -784096.4 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -784367.437500 Penalty: 4183.062500 Iteration 6F: 3 clusters Score -784367.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -784574.500000 Penalty: 4183.062500 Iteration 7Q: 3 clusters Score -784574.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -784710.625000 Penalty: 4183.062500 Iteration 8Q: 3 clusters Score -784710.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -784790.437500 Penalty: 4183.062500 Iteration 9Q: 3 clusters Score -784790.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -784826.062500 Penalty: 4183.062500 Iteration 10Q: 3 clusters Score -784826.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -784861.000000 Penalty: 4183.062500 Iteration 11Q: 3 clusters Score -784861 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -784883.562500 Penalty: 4183.062500 Iteration 12Q: 3 clusters Score -784883.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -784894.187500 Penalty: 4183.062500 Iteration 13Q: 3 clusters Score -784894.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -784899.812500 Penalty: 4183.062500 Iteration 14Q: 3 clusters Score -784899.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -784909.375000 Penalty: 4183.062500 Iteration 15Q: 3 clusters Score -784909.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -784915.437500 Penalty: 4183.062500 Iteration 16Q: 3 clusters Score -784915.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -784923.875000 Penalty: 4183.062500 Iteration 17Q: 3 clusters Score -784923.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -784927.625000 Penalty: 4183.062500 Iteration 18Q: 3 clusters Score -784927.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -784931.875000 Penalty: 4183.062500 Iteration 19Q: 3 clusters Score -784931.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -784934.187500 Penalty: 4183.062500 Iteration 20F: 3 clusters Score -784934.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -784935.250000 Penalty: 4183.062500 Iteration 21Q: 3 clusters Score -784935.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -784937.937500 Penalty: 4183.062500 Iteration 22Q: 3 clusters Score -784937.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -784938.000000 Penalty: 4183.062500 Iteration 23Q: 3 clusters Score -784938 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -784937.562500 Penalty: 4183.062500 Iteration 24Q: 3 clusters Score -784937.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -784937.562500 Penalty: 4183.062500 Iteration 25F: 3 clusters Score -784937.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Entering Unmasked Estep Score: -379235.531250 Penalty: 1915.662842 Iteration 0F: 2 clusters Score -379235.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -376438.031250 Penalty: 3831.325684 Iteration 0F: 3 clusters Score -376438 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -377012.531250 Penalty: 3831.325684 Iteration 1F: 3 clusters Score -377012.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -377175.062500 Penalty: 3831.325684 Iteration 2F: 3 clusters Score -377175.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -377282.343750 Penalty: 3831.325684 Iteration 3F: 3 clusters Score -377282.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -377336.218750 Penalty: 3831.325684 Iteration 4Q: 3 clusters Score -377336.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -377374.000000 Penalty: 3831.325684 Iteration 5Q: 3 clusters Score -377374 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -377413.875000 Penalty: 3831.325684 Iteration 6Q: 3 clusters Score -377413.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -377452.500000 Penalty: 3831.325684 Iteration 7Q: 3 clusters Score -377452.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -377486.562500 Penalty: 3831.325684 Iteration 8Q: 3 clusters Score -377486.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -377521.468750 Penalty: 3831.325684 Iteration 9Q: 3 clusters Score -377521.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -377561.312500 Penalty: 3831.325684 Iteration 10Q: 3 clusters Score -377561.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -377591.093750 Penalty: 3831.325684 Iteration 11Q: 3 clusters Score -377591.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -377628.781250 Penalty: 3831.325684 Iteration 12Q: 3 clusters Score -377628.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -377665.750000 Penalty: 3831.325684 Iteration 13Q: 3 clusters Score -377665.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -377693.406250 Penalty: 3831.325684 Iteration 14Q: 3 clusters Score -377693.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -377721.687500 Penalty: 3831.325684 Iteration 15Q: 3 clusters Score -377721.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -377748.312500 Penalty: 3831.325684 Iteration 16Q: 3 clusters Score -377748.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -377772.062500 Penalty: 3831.325684 Iteration 17Q: 3 clusters Score -377772.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -377793.468750 Penalty: 3831.325684 Iteration 18Q: 3 clusters Score -377793.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -377818.218750 Penalty: 3831.325684 Iteration 19Q: 3 clusters Score -377818.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -377844.437500 Penalty: 3831.325684 Iteration 20F: 3 clusters Score -377844.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -377870.656250 Penalty: 3831.325684 Iteration 21Q: 3 clusters Score -377870.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -377900.343750 Penalty: 3831.325684 Iteration 22Q: 3 clusters Score -377900.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -377930.093750 Penalty: 3831.325684 Iteration 23Q: 3 clusters Score -377930.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -377967.812500 Penalty: 3831.325684 Iteration 24Q: 3 clusters Score -377967.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -378007.343750 Penalty: 3831.325684 Iteration 25Q: 3 clusters Score -378007.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -378060.062500 Penalty: 3831.325684 Iteration 26Q: 3 clusters Score -378060.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -378107.218750 Penalty: 3831.325684 Iteration 27Q: 3 clusters Score -378107.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -378151.187500 Penalty: 3831.325684 Iteration 28Q: 3 clusters Score -378151.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -378210.906250 Penalty: 3831.325684 Iteration 29Q: 3 clusters Score -378210.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -378249.843750 Penalty: 3831.325684 Iteration 30Q: 3 clusters Score -378249.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -378267.781250 Penalty: 3831.325684 Iteration 31Q: 3 clusters Score -378267.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -378281.812500 Penalty: 3831.325684 Iteration 32Q: 3 clusters Score -378281.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -378297.281250 Penalty: 3831.325684 Iteration 33Q: 3 clusters Score -378297.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -378313.750000 Penalty: 3831.325684 Iteration 34Q: 3 clusters Score -378313.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -378321.406250 Penalty: 3831.325684 Iteration 35Q: 3 clusters Score -378321.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -378324.843750 Penalty: 3831.325684 Iteration 36Q: 3 clusters Score -378324.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -378326.281250 Penalty: 3831.325684 Iteration 37Q: 3 clusters Score -378326.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -378328.031250 Penalty: 3831.325684 Iteration 38Q: 3 clusters Score -378328 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -378329.312500 Penalty: 3831.325684 Iteration 39Q: 3 clusters Score -378329.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -378329.312500 Penalty: 3831.325684 Iteration 40F: 3 clusters Score -378329.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Entering Unmasked Estep Score: -21787.951172 Penalty: 1400.945679 Iteration 0F: 2 clusters Score -21787.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -20750.714844 Penalty: 2801.891357 Iteration 0F: 3 clusters Score -20750.71 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -21026.703125 Penalty: 2801.891357 Iteration 1F: 3 clusters Score -21026.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -21121.955078 Penalty: 2801.891357 Iteration 2F: 3 clusters Score -21121.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -21199.083984 Penalty: 2801.891357 Iteration 3Q: 3 clusters Score -21199.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -21270.695312 Penalty: 2801.891357 Iteration 4Q: 3 clusters Score -21270.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -21292.527344 Penalty: 2801.891357 Iteration 5Q: 3 clusters Score -21292.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -21313.744141 Penalty: 2801.891357 Iteration 6Q: 3 clusters Score -21313.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -21318.306641 Penalty: 2801.891357 Iteration 7Q: 3 clusters Score -21318.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -21328.437500 Penalty: 2801.891357 Iteration 8Q: 3 clusters Score -21328.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -21341.996094 Penalty: 2801.891357 Iteration 9Q: 3 clusters Score -21342 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -21341.996094 Penalty: 2801.891357 Iteration 10F: 3 clusters Score -21342 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3258 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Entering Unmasked Estep Score: -529689.687500 Penalty: 2006.039551 Iteration 0F: 2 clusters Score -529689.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -526285.687500 Penalty: 4012.079102 Iteration 0F: 3 clusters Score -526285.7 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -527279.187500 Penalty: 4012.079102 Iteration 1F: 3 clusters Score -527279.2 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -527682.375000 Penalty: 4012.079102 Iteration 2F: 3 clusters Score -527682.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -527968.250000 Penalty: 4012.079102 Iteration 3F: 3 clusters Score -527968.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -528238.687500 Penalty: 4012.079102 Iteration 4F: 3 clusters Score -528238.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -528410.312500 Penalty: 4012.079102 Iteration 5F: 3 clusters Score -528410.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -528513.812500 Penalty: 4012.079102 Iteration 6Q: 3 clusters Score -528513.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -528607.437500 Penalty: 4012.079102 Iteration 7Q: 3 clusters Score -528607.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -528724.812500 Penalty: 4012.079102 Iteration 8Q: 3 clusters Score -528724.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -528858.375000 Penalty: 4012.079102 Iteration 9Q: 3 clusters Score -528858.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -528946.500000 Penalty: 4012.079102 Iteration 10Q: 3 clusters Score -528946.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -529012.125000 Penalty: 4012.079102 Iteration 11Q: 3 clusters Score -529012.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -529055.500000 Penalty: 4012.079102 Iteration 12Q: 3 clusters Score -529055.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -529074.750000 Penalty: 4012.079102 Iteration 13Q: 3 clusters Score -529074.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -529089.562500 Penalty: 4012.079102 Iteration 14Q: 3 clusters Score -529089.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -529099.687500 Penalty: 4012.079102 Iteration 15Q: 3 clusters Score -529099.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -529108.562500 Penalty: 4012.079102 Iteration 16Q: 3 clusters Score -529108.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -529120.062500 Penalty: 4012.079102 Iteration 17Q: 3 clusters Score -529120.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -529132.875000 Penalty: 4012.079102 Iteration 18Q: 3 clusters Score -529132.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -529137.500000 Penalty: 4012.079102 Iteration 19Q: 3 clusters Score -529137.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -529142.000000 Penalty: 4012.079102 Iteration 20F: 3 clusters Score -529142 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -529148.750000 Penalty: 4012.079102 Iteration 21Q: 3 clusters Score -529148.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -529154.062500 Penalty: 4012.079102 Iteration 22Q: 3 clusters Score -529154.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -529158.187500 Penalty: 4012.079102 Iteration 23Q: 3 clusters Score -529158.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -529160.687500 Penalty: 4012.079102 Iteration 24Q: 3 clusters Score -529160.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -529163.000000 Penalty: 4012.079102 Iteration 25Q: 3 clusters Score -529163 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -529163.500000 Penalty: 4012.079102 Iteration 26Q: 3 clusters Score -529163.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -529165.437500 Penalty: 4012.079102 Iteration 27Q: 3 clusters Score -529165.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -529168.187500 Penalty: 4012.079102 Iteration 28Q: 3 clusters Score -529168.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -529168.000000 Penalty: 4012.079102 Iteration 29Q: 3 clusters Score -529168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -529168.937500 Penalty: 4012.079102 Iteration 30Q: 3 clusters Score -529168.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -529169.062500 Penalty: 4012.079102 Iteration 31Q: 3 clusters Score -529169.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -529170.187500 Penalty: 4012.079102 Iteration 32Q: 3 clusters Score -529170.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -529170.000000 Penalty: 4012.079102 Iteration 33Q: 3 clusters Score -529170 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -529170.000000 Penalty: 4012.079102 Iteration 34F: 3 clusters Score -529170 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Entering Unmasked Estep Score: -1019107.250000 Penalty: 2155.487793 Iteration 0F: 2 clusters Score -1019107 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -1013975.875000 Penalty: 4310.975586 Iteration 0F: 3 clusters Score -1013976 nChanged 2321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1015289.187500 Penalty: 4310.975586 Iteration 1F: 3 clusters Score -1015289 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1015702.000000 Penalty: 4310.975586 Iteration 2F: 3 clusters Score -1015702 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1016089.187500 Penalty: 4310.975586 Iteration 3F: 3 clusters Score -1016089 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -1016420.375000 Penalty: 4310.975586 Iteration 4F: 3 clusters Score -1016420 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1016638.187500 Penalty: 4310.975586 Iteration 5Q: 3 clusters Score -1016638 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1016803.500000 Penalty: 4310.975586 Iteration 6Q: 3 clusters Score -1016804 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -1016938.375000 Penalty: 4310.975586 Iteration 7Q: 3 clusters Score -1016938 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1017033.000000 Penalty: 4310.975586 Iteration 8Q: 3 clusters Score -1017033 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1017096.000000 Penalty: 4310.975586 Iteration 9Q: 3 clusters Score -1017096 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -1017141.875000 Penalty: 4310.975586 Iteration 10Q: 3 clusters Score -1017142 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -1017173.500000 Penalty: 4310.975586 Iteration 11Q: 3 clusters Score -1017174 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1017199.687500 Penalty: 4310.975586 Iteration 12Q: 3 clusters Score -1017200 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1017220.375000 Penalty: 4310.975586 Iteration 13Q: 3 clusters Score -1017220 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -1017244.000000 Penalty: 4310.975586 Iteration 14Q: 3 clusters Score -1017244 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1017280.312500 Penalty: 4310.975586 Iteration 15Q: 3 clusters Score -1017280 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1017305.250000 Penalty: 4310.975586 Iteration 16Q: 3 clusters Score -1017305 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -1017325.375000 Penalty: 4310.975586 Iteration 17Q: 3 clusters Score -1017325 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1017345.562500 Penalty: 4310.975586 Iteration 18Q: 3 clusters Score -1017346 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1017360.625000 Penalty: 4310.975586 Iteration 19Q: 3 clusters Score -1017361 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -1017372.312500 Penalty: 4310.975586 Iteration 20F: 3 clusters Score -1017372 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -1017383.250000 Penalty: 4310.975586 Iteration 21Q: 3 clusters Score -1017383 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -1017398.375000 Penalty: 4310.975586 Iteration 22Q: 3 clusters Score -1017398 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1017417.125000 Penalty: 4310.975586 Iteration 23Q: 3 clusters Score -1017417 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -1017432.937500 Penalty: 4310.975586 Iteration 24Q: 3 clusters Score -1017433 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -1017447.187500 Penalty: 4310.975586 Iteration 25Q: 3 clusters Score -1017447 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -1017458.687500 Penalty: 4310.975586 Iteration 26Q: 3 clusters Score -1017459 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -1017470.937500 Penalty: 4310.975586 Iteration 27Q: 3 clusters Score -1017471 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1017486.000000 Penalty: 4310.975586 Iteration 28Q: 3 clusters Score -1017486 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -1017500.875000 Penalty: 4310.975586 Iteration 29Q: 3 clusters Score -1017501 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -1017508.625000 Penalty: 4310.975586 Iteration 30Q: 3 clusters Score -1017509 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1017517.500000 Penalty: 4310.975586 Iteration 31Q: 3 clusters Score -1017518 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1017526.187500 Penalty: 4310.975586 Iteration 32Q: 3 clusters Score -1017526 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1017535.875000 Penalty: 4310.975586 Iteration 33Q: 3 clusters Score -1017536 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1017545.375000 Penalty: 4310.975586 Iteration 34Q: 3 clusters Score -1017545 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1017553.687500 Penalty: 4310.975586 Iteration 35Q: 3 clusters Score -1017554 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1017562.625000 Penalty: 4310.975586 Iteration 36Q: 3 clusters Score -1017563 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1017573.000000 Penalty: 4310.975586 Iteration 37Q: 3 clusters Score -1017573 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1017576.125000 Penalty: 4310.975586 Iteration 38Q: 3 clusters Score -1017576 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1017579.250000 Penalty: 4310.975586 Iteration 39Q: 3 clusters Score -1017579 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -1017581.562500 Penalty: 4310.975586 Iteration 40F: 3 clusters Score -1017582 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1017586.062500 Penalty: 4310.975586 Iteration 41Q: 3 clusters Score -1017586 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -1017591.437500 Penalty: 4310.975586 Iteration 42Q: 3 clusters Score -1017591 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1017597.062500 Penalty: 4310.975586 Iteration 43Q: 3 clusters Score -1017597 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -1017603.062500 Penalty: 4310.975586 Iteration 44Q: 3 clusters Score -1017603 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -1017610.062500 Penalty: 4310.975586 Iteration 45Q: 3 clusters Score -1017610 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1017612.750000 Penalty: 4310.975586 Iteration 46Q: 3 clusters Score -1017613 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -1017615.375000 Penalty: 4310.975586 Iteration 47Q: 3 clusters Score -1017615 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1017615.187500 Penalty: 4310.975586 Iteration 48Q: 3 clusters Score -1017615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1017616.312500 Penalty: 4310.975586 Iteration 49Q: 3 clusters Score -1017616 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1017616.312500 Penalty: 4310.975586 Iteration 50F: 3 clusters Score -1017616 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -18088.867188 Penalty: 1298.637695 Iteration 0F: 2 clusters Score -18088.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -17124.857422 Penalty: 2597.275391 Iteration 0F: 3 clusters Score -17124.86 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -17226.242188 Penalty: 2597.275391 Iteration 1F: 3 clusters Score -17226.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -17254.667969 Penalty: 2597.275391 Iteration 2Q: 3 clusters Score -17254.67 nChanged 4 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: -17289.351562 Penalty: 2597.275391 Iteration 3Q: 3 clusters Score -17289.35 nChanged 0 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: -17289.351562 Penalty: 2597.275391 Iteration 4F: 3 clusters Score -17289.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (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: -40974.843750 Penalty: 1420.258179 Iteration 0F: 2 clusters Score -40974.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -39751.054688 Penalty: 2840.516357 Iteration 0F: 3 clusters Score -39751.05 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -39872.894531 Penalty: 2840.516357 Iteration 1F: 3 clusters Score -39872.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -39895.390625 Penalty: 2840.516357 Iteration 2Q: 3 clusters Score -39895.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -39902.511719 Penalty: 2840.516357 Iteration 3Q: 3 clusters Score -39902.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -39902.511719 Penalty: 2840.516357 Iteration 4F: 3 clusters Score -39902.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Entering Unmasked Estep Score: -354121.156250 Penalty: 1887.982178 Iteration 0F: 2 clusters Score -354121.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -351524.187500 Penalty: 3775.964355 Iteration 0F: 3 clusters Score -351524.2 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -352093.875000 Penalty: 3775.964355 Iteration 1F: 3 clusters Score -352093.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -352268.031250 Penalty: 3775.964355 Iteration 2F: 3 clusters Score -352268 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -352369.343750 Penalty: 3775.964355 Iteration 3Q: 3 clusters Score -352369.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -352433.750000 Penalty: 3775.964355 Iteration 4Q: 3 clusters Score -352433.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -352481.781250 Penalty: 3775.964355 Iteration 5Q: 3 clusters Score -352481.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -352528.562500 Penalty: 3775.964355 Iteration 6Q: 3 clusters Score -352528.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -352572.687500 Penalty: 3775.964355 Iteration 7Q: 3 clusters Score -352572.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -352604.343750 Penalty: 3775.964355 Iteration 8Q: 3 clusters Score -352604.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -352626.625000 Penalty: 3775.964355 Iteration 9Q: 3 clusters Score -352626.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -352645.218750 Penalty: 3775.964355 Iteration 10Q: 3 clusters Score -352645.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -352661.875000 Penalty: 3775.964355 Iteration 11Q: 3 clusters Score -352661.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -352676.531250 Penalty: 3775.964355 Iteration 12Q: 3 clusters Score -352676.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -352686.156250 Penalty: 3775.964355 Iteration 13Q: 3 clusters Score -352686.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -352696.187500 Penalty: 3775.964355 Iteration 14Q: 3 clusters Score -352696.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -352704.718750 Penalty: 3775.964355 Iteration 15Q: 3 clusters Score -352704.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -352715.656250 Penalty: 3775.964355 Iteration 16Q: 3 clusters Score -352715.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -352724.562500 Penalty: 3775.964355 Iteration 17Q: 3 clusters Score -352724.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -352735.062500 Penalty: 3775.964355 Iteration 18Q: 3 clusters Score -352735.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -352752.218750 Penalty: 3775.964355 Iteration 19Q: 3 clusters Score -352752.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -352782.125000 Penalty: 3775.964355 Iteration 20F: 3 clusters Score -352782.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -352854.000000 Penalty: 3775.964355 Iteration 21Q: 3 clusters Score -352854 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -352976.375000 Penalty: 3775.964355 Iteration 22Q: 3 clusters Score -352976.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -353170.687500 Penalty: 3775.964355 Iteration 23Q: 3 clusters Score -353170.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -353441.218750 Penalty: 3775.964355 Iteration 24Q: 3 clusters Score -353441.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -353665.437500 Penalty: 3775.964355 Iteration 25Q: 3 clusters Score -353665.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -353802.531250 Penalty: 3775.964355 Iteration 26Q: 3 clusters Score -353802.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -353937.781250 Penalty: 3775.964355 Iteration 27Q: 3 clusters Score -353937.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -354020.593750 Penalty: 3775.964355 Iteration 28Q: 3 clusters Score -354020.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -354066.593750 Penalty: 3775.964355 Iteration 29Q: 3 clusters Score -354066.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -354083.500000 Penalty: 3775.964355 Iteration 30Q: 3 clusters Score -354083.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -354088.375000 Penalty: 3775.964355 Iteration 31Q: 3 clusters Score -354088.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -354089.625000 Penalty: 3775.964355 Iteration 32Q: 3 clusters Score -354089.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -354089.625000 Penalty: 3775.964355 Iteration 33F: 3 clusters Score -354089.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -113858.984375 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -113859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -112148.906250 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -112148.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -112439.226562 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -112439.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -112651.960938 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -112652 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -112805.695312 Penalty: 3290.778320 Iteration 3F: 3 clusters Score -112805.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -112966.632812 Penalty: 3290.778320 Iteration 4F: 3 clusters Score -112966.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -113053.656250 Penalty: 3290.778320 Iteration 5F: 3 clusters Score -113053.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -113120.250000 Penalty: 3290.778320 Iteration 6Q: 3 clusters Score -113120.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -113142.742188 Penalty: 3290.778320 Iteration 7Q: 3 clusters Score -113142.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -113152.085938 Penalty: 3290.778320 Iteration 8Q: 3 clusters Score -113152.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -113161.710938 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -113161.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -113161.710938 Penalty: 3290.778320 Iteration 10F: 3 clusters Score -113161.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Entering Unmasked Estep Score: -65488.335938 Penalty: 1502.082520 Iteration 0F: 2 clusters Score -65488.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -64076.171875 Penalty: 3004.165039 Iteration 0F: 3 clusters Score -64076.17 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -64253.500000 Penalty: 3004.165039 Iteration 1F: 3 clusters Score -64253.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -64351.757812 Penalty: 3004.165039 Iteration 2F: 3 clusters Score -64351.76 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -64426.628906 Penalty: 3004.165039 Iteration 3F: 3 clusters Score -64426.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -64476.851562 Penalty: 3004.165039 Iteration 4Q: 3 clusters Score -64476.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -64539.156250 Penalty: 3004.165039 Iteration 5Q: 3 clusters Score -64539.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -64564.824219 Penalty: 3004.165039 Iteration 6Q: 3 clusters Score -64564.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -64590.367188 Penalty: 3004.165039 Iteration 7Q: 3 clusters Score -64590.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -64602.179688 Penalty: 3004.165039 Iteration 8Q: 3 clusters Score -64602.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -64612.242188 Penalty: 3004.165039 Iteration 9Q: 3 clusters Score -64612.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -64616.253906 Penalty: 3004.165039 Iteration 10Q: 3 clusters Score -64616.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -64616.253906 Penalty: 3004.165039 Iteration 11F: 3 clusters Score -64616.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Entering Unmasked Estep Score: -372066.093750 Penalty: 1904.798096 Iteration 0F: 2 clusters Score -372066.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -369356.468750 Penalty: 3809.596191 Iteration 0F: 3 clusters Score -369356.5 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -369962.718750 Penalty: 3809.596191 Iteration 1F: 3 clusters Score -369962.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -370185.531250 Penalty: 3809.596191 Iteration 2F: 3 clusters Score -370185.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -370356.875000 Penalty: 3809.596191 Iteration 3F: 3 clusters Score -370356.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -370520.000000 Penalty: 3809.596191 Iteration 4F: 3 clusters Score -370520 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -370691.437500 Penalty: 3809.596191 Iteration 5Q: 3 clusters Score -370691.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -370809.656250 Penalty: 3809.596191 Iteration 6Q: 3 clusters Score -370809.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -370905.968750 Penalty: 3809.596191 Iteration 7Q: 3 clusters Score -370906 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -370978.843750 Penalty: 3809.596191 Iteration 8Q: 3 clusters Score -370978.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -371029.875000 Penalty: 3809.596191 Iteration 9Q: 3 clusters Score -371029.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -371085.812500 Penalty: 3809.596191 Iteration 10Q: 3 clusters Score -371085.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -371162.312500 Penalty: 3809.596191 Iteration 11Q: 3 clusters Score -371162.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -371263.000000 Penalty: 3809.596191 Iteration 12Q: 3 clusters Score -371263 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -371348.187500 Penalty: 3809.596191 Iteration 13Q: 3 clusters Score -371348.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -371396.687500 Penalty: 3809.596191 Iteration 14Q: 3 clusters Score -371396.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -371436.718750 Penalty: 3809.596191 Iteration 15Q: 3 clusters Score -371436.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -371463.125000 Penalty: 3809.596191 Iteration 16Q: 3 clusters Score -371463.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -371474.812500 Penalty: 3809.596191 Iteration 17Q: 3 clusters Score -371474.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -371480.343750 Penalty: 3809.596191 Iteration 18Q: 3 clusters Score -371480.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -371482.031250 Penalty: 3809.596191 Iteration 19Q: 3 clusters Score -371482 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -371486.656250 Penalty: 3809.596191 Iteration 20F: 3 clusters Score -371486.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -371490.093750 Penalty: 3809.596191 Iteration 21Q: 3 clusters Score -371490.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -371495.000000 Penalty: 3809.596191 Iteration 22Q: 3 clusters Score -371495 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -371508.281250 Penalty: 3809.596191 Iteration 23Q: 3 clusters Score -371508.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -371535.656250 Penalty: 3809.596191 Iteration 24Q: 3 clusters Score -371535.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -371582.250000 Penalty: 3809.596191 Iteration 25Q: 3 clusters Score -371582.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -371650.531250 Penalty: 3809.596191 Iteration 26Q: 3 clusters Score -371650.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -371707.906250 Penalty: 3809.596191 Iteration 27Q: 3 clusters Score -371707.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -371750.156250 Penalty: 3809.596191 Iteration 28Q: 3 clusters Score -371750.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -371784.125000 Penalty: 3809.596191 Iteration 29Q: 3 clusters Score -371784.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -371811.218750 Penalty: 3809.596191 Iteration 30Q: 3 clusters Score -371811.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -371838.125000 Penalty: 3809.596191 Iteration 31Q: 3 clusters Score -371838.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -371855.000000 Penalty: 3809.596191 Iteration 32Q: 3 clusters Score -371855 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -371862.750000 Penalty: 3809.596191 Iteration 33Q: 3 clusters Score -371862.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -371869.687500 Penalty: 3809.596191 Iteration 34Q: 3 clusters Score -371869.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -371875.250000 Penalty: 3809.596191 Iteration 35Q: 3 clusters Score -371875.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -371880.125000 Penalty: 3809.596191 Iteration 36Q: 3 clusters Score -371880.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -371882.500000 Penalty: 3809.596191 Iteration 37Q: 3 clusters Score -371882.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -371883.062500 Penalty: 3809.596191 Iteration 38Q: 3 clusters Score -371883.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -371884.125000 Penalty: 3809.596191 Iteration 39Q: 3 clusters Score -371884.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -371885.531250 Penalty: 3809.596191 Iteration 40F: 3 clusters Score -371885.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -371890.093750 Penalty: 3809.596191 Iteration 41Q: 3 clusters Score -371890.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -371891.406250 Penalty: 3809.596191 Iteration 42Q: 3 clusters Score -371891.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -371892.531250 Penalty: 3809.596191 Iteration 43Q: 3 clusters Score -371892.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -371892.531250 Penalty: 3809.596191 Iteration 44F: 3 clusters Score -371892.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Entering Unmasked Estep Score: -38919.593750 Penalty: 1374.233398 Iteration 0F: 2 clusters Score -38919.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -37766.656250 Penalty: 2748.466797 Iteration 0F: 3 clusters Score -37766.66 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -37873.187500 Penalty: 2748.466797 Iteration 1F: 3 clusters Score -37873.19 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -37925.496094 Penalty: 2748.466797 Iteration 2Q: 3 clusters Score -37925.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -37962.617188 Penalty: 2748.466797 Iteration 3Q: 3 clusters Score -37962.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -37976.273438 Penalty: 2748.466797 Iteration 4Q: 3 clusters Score -37976.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -38007.281250 Penalty: 2748.466797 Iteration 5Q: 3 clusters Score -38007.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -38026.667969 Penalty: 2748.466797 Iteration 6Q: 3 clusters Score -38026.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -38079.406250 Penalty: 2748.466797 Iteration 7Q: 3 clusters Score -38079.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -38089.683594 Penalty: 2748.466797 Iteration 8Q: 3 clusters Score -38089.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -38095.125000 Penalty: 2748.466797 Iteration 9Q: 3 clusters Score -38095.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -38100.570312 Penalty: 2748.466797 Iteration 10Q: 3 clusters Score -38100.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -38103.933594 Penalty: 2748.466797 Iteration 11Q: 3 clusters Score -38103.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -38103.933594 Penalty: 2748.466797 Iteration 12F: 3 clusters Score -38103.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Entering Unmasked Estep Score: -116231.843750 Penalty: 1646.364868 Iteration 0F: 2 clusters Score -116231.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -114512.375000 Penalty: 3292.729736 Iteration 0F: 3 clusters Score -114512.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -114790.789062 Penalty: 3292.729736 Iteration 1F: 3 clusters Score -114790.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -114919.390625 Penalty: 3292.729736 Iteration 2F: 3 clusters Score -114919.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -114971.289062 Penalty: 3292.729736 Iteration 3Q: 3 clusters Score -114971.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -114987.250000 Penalty: 3292.729736 Iteration 4Q: 3 clusters Score -114987.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -114996.929688 Penalty: 3292.729736 Iteration 5Q: 3 clusters Score -114996.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -115002.710938 Penalty: 3292.729736 Iteration 6Q: 3 clusters Score -115002.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -115007.265625 Penalty: 3292.729736 Iteration 7Q: 3 clusters Score -115007.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -115012.101562 Penalty: 3292.729736 Iteration 8Q: 3 clusters Score -115012.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -115015.406250 Penalty: 3292.729736 Iteration 9Q: 3 clusters Score -115015.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -115015.945312 Penalty: 3292.729736 Iteration 10Q: 3 clusters Score -115015.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -115016.125000 Penalty: 3292.729736 Iteration 11Q: 3 clusters Score -115016.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -115016.125000 Penalty: 3292.729736 Iteration 12F: 3 clusters Score -115016.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Entering Unmasked Estep Score: -191839.671875 Penalty: 1761.011353 Iteration 0F: 2 clusters Score -191839.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -189820.468750 Penalty: 3522.022705 Iteration 0F: 3 clusters Score -189820.5 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -190271.828125 Penalty: 3522.022705 Iteration 1F: 3 clusters Score -190271.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -190489.984375 Penalty: 3522.022705 Iteration 2F: 3 clusters Score -190490 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -190661.859375 Penalty: 3522.022705 Iteration 3F: 3 clusters Score -190661.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -190798.312500 Penalty: 3522.022705 Iteration 4F: 3 clusters Score -190798.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -190917.750000 Penalty: 3522.022705 Iteration 5Q: 3 clusters Score -190917.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -190994.953125 Penalty: 3522.022705 Iteration 6Q: 3 clusters Score -190995 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -191051.453125 Penalty: 3522.022705 Iteration 7Q: 3 clusters Score -191051.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -191070.937500 Penalty: 3522.022705 Iteration 8Q: 3 clusters Score -191070.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -191085.328125 Penalty: 3522.022705 Iteration 9Q: 3 clusters Score -191085.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -191105.000000 Penalty: 3522.022705 Iteration 10Q: 3 clusters Score -191105 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -191114.593750 Penalty: 3522.022705 Iteration 11Q: 3 clusters Score -191114.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -191123.953125 Penalty: 3522.022705 Iteration 12Q: 3 clusters Score -191124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -191134.234375 Penalty: 3522.022705 Iteration 13Q: 3 clusters Score -191134.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -191148.343750 Penalty: 3522.022705 Iteration 14Q: 3 clusters Score -191148.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -191149.093750 Penalty: 3522.022705 Iteration 15Q: 3 clusters Score -191149.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -191149.093750 Penalty: 3522.022705 Iteration 16F: 3 clusters Score -191149.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Entering Unmasked Estep Score: -44802.175781 Penalty: 1490.794312 Iteration 0F: 2 clusters Score -44802.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -43461.281250 Penalty: 2981.588623 Iteration 0F: 3 clusters Score -43461.28 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -43619.582031 Penalty: 2981.588623 Iteration 1F: 3 clusters Score -43619.58 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -43654.125000 Penalty: 2981.588623 Iteration 2Q: 3 clusters Score -43654.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -43691.394531 Penalty: 2981.588623 Iteration 3Q: 3 clusters Score -43691.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -43741.320312 Penalty: 2981.588623 Iteration 4Q: 3 clusters Score -43741.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -43776.496094 Penalty: 2981.588623 Iteration 5Q: 3 clusters Score -43776.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -43832.335938 Penalty: 2981.588623 Iteration 6Q: 3 clusters Score -43832.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -43860.097656 Penalty: 2981.588623 Iteration 7Q: 3 clusters Score -43860.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -43888.152344 Penalty: 2981.588623 Iteration 8Q: 3 clusters Score -43888.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -43900.898438 Penalty: 2981.588623 Iteration 9Q: 3 clusters Score -43900.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -43903.605469 Penalty: 2981.588623 Iteration 10Q: 3 clusters Score -43903.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -43909.398438 Penalty: 2981.588623 Iteration 11Q: 3 clusters Score -43909.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -43918.015625 Penalty: 2981.588623 Iteration 12Q: 3 clusters Score -43918.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -43929.281250 Penalty: 2981.588623 Iteration 13Q: 3 clusters Score -43929.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -43932.000000 Penalty: 2981.588623 Iteration 14Q: 3 clusters Score -43932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -43940.980469 Penalty: 2981.588623 Iteration 15Q: 3 clusters Score -43940.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -43942.031250 Penalty: 2981.588623 Iteration 16Q: 3 clusters Score -43942.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -43942.031250 Penalty: 2981.588623 Iteration 17F: 3 clusters Score -43942.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (5716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Entering Unmasked Estep Score: -985814.687500 Penalty: 2145.454102 Iteration 0F: 2 clusters Score -985814.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -980872.625000 Penalty: 4290.908203 Iteration 0F: 3 clusters Score -980872.6 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -982123.625000 Penalty: 4290.908203 Iteration 1F: 3 clusters Score -982123.6 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -982363.375000 Penalty: 4290.908203 Iteration 2F: 3 clusters Score -982363.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -982548.437500 Penalty: 4290.908203 Iteration 3F: 3 clusters Score -982548.4 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -982713.000000 Penalty: 4290.908203 Iteration 4Q: 3 clusters Score -982713 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -982925.562500 Penalty: 4290.908203 Iteration 5Q: 3 clusters Score -982925.6 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -983228.312500 Penalty: 4290.908203 Iteration 6F: 3 clusters Score -983228.3 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -983653.125000 Penalty: 4290.908203 Iteration 7F: 3 clusters Score -983653.1 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -984056.562500 Penalty: 4290.908203 Iteration 8F: 3 clusters Score -984056.6 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -984332.562500 Penalty: 4290.908203 Iteration 9F: 3 clusters Score -984332.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -984513.437500 Penalty: 4290.908203 Iteration 10Q: 3 clusters Score -984513.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -984621.000000 Penalty: 4290.908203 Iteration 11Q: 3 clusters Score -984621 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -984696.937500 Penalty: 4290.908203 Iteration 12Q: 3 clusters Score -984696.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -984740.562500 Penalty: 4290.908203 Iteration 13Q: 3 clusters Score -984740.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -984759.187500 Penalty: 4290.908203 Iteration 14Q: 3 clusters Score -984759.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -984772.875000 Penalty: 4290.908203 Iteration 15Q: 3 clusters Score -984772.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -984777.250000 Penalty: 4290.908203 Iteration 16Q: 3 clusters Score -984777.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -984783.187500 Penalty: 4290.908203 Iteration 17Q: 3 clusters Score -984783.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -984783.875000 Penalty: 4290.908203 Iteration 18Q: 3 clusters Score -984783.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -984785.625000 Penalty: 4290.908203 Iteration 19Q: 3 clusters Score -984785.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -984791.937500 Penalty: 4290.908203 Iteration 20F: 3 clusters Score -984791.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -984794.687500 Penalty: 4290.908203 Iteration 21Q: 3 clusters Score -984794.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -984794.500000 Penalty: 4290.908203 Iteration 22Q: 3 clusters Score -984794.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -984797.312500 Penalty: 4290.908203 Iteration 23Q: 3 clusters Score -984797.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -984798.500000 Penalty: 4290.908203 Iteration 24Q: 3 clusters Score -984798.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -984798.500000 Penalty: 4290.908203 Iteration 25F: 3 clusters Score -984798.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Entering Unmasked Estep Score: -30943.703125 Penalty: 1385.637695 Iteration 0F: 2 clusters Score -30943.7 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 148 members Entering Unmasked Estep Score: -29858.937500 Penalty: 2771.275391 Iteration 0F: 3 clusters Score -29858.94 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -30027.091797 Penalty: 2771.275391 Iteration 1F: 3 clusters Score -30027.09 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -30148.960938 Penalty: 2771.275391 Iteration 2F: 3 clusters Score -30148.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -30228.126953 Penalty: 2771.275391 Iteration 3F: 3 clusters Score -30228.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -30358.263672 Penalty: 2771.275391 Iteration 4Q: 3 clusters Score -30358.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -30415.316406 Penalty: 2771.275391 Iteration 5Q: 3 clusters Score -30415.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -30519.136719 Penalty: 2771.275391 Iteration 6Q: 3 clusters Score -30519.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -30646.308594 Penalty: 2771.275391 Iteration 7Q: 3 clusters Score -30646.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -30752.457031 Penalty: 2771.275391 Iteration 8Q: 3 clusters Score -30752.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -30844.671875 Penalty: 2771.275391 Iteration 9Q: 3 clusters Score -30844.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -30977.904297 Penalty: 2771.275391 Iteration 10Q: 3 clusters Score -30977.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -31101.171875 Penalty: 2771.275391 Iteration 11Q: 3 clusters Score -31101.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -31137.203125 Penalty: 2771.275391 Iteration 12Q: 3 clusters Score -31137.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -31164.033203 Penalty: 2771.275391 Iteration 13Q: 3 clusters Score -31164.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -31164.033203 Penalty: 2771.275391 Iteration 14F: 3 clusters Score -31164.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14353 members Mstep: Class 4 contains 5917 members Mstep: Class 5 contains 8759 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6512 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3258 members Mstep: Class 19 contains 5952 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 144 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7749 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Mstep: Class 38 contains 123 members Entering Unmasked Estep Score: -15656733.000000 Penalty: 107856.976562 Splitting cluster 31 changes total score from -15657926.000000 to -15656733.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 32 (6178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Entering Unmasked Estep Score: -1099749.000000 Penalty: 2164.729980 Iteration 0F: 2 clusters Score -1099749 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -1094577.875000 Penalty: 4329.459961 Iteration 0F: 3 clusters Score -1094578 nChanged 2443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -1096157.125000 Penalty: 4329.459961 Iteration 1F: 3 clusters Score -1096157 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -1096663.250000 Penalty: 4329.459961 Iteration 2F: 3 clusters Score -1096663 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -1097152.625000 Penalty: 4329.459961 Iteration 3F: 3 clusters Score -1097153 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1097601.500000 Penalty: 4329.459961 Iteration 4F: 3 clusters Score -1097602 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -1097973.500000 Penalty: 4329.459961 Iteration 5F: 3 clusters Score -1097974 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -1098198.750000 Penalty: 4329.459961 Iteration 6Q: 3 clusters Score -1098199 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1098338.250000 Penalty: 4329.459961 Iteration 7Q: 3 clusters Score -1098338 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -1098414.750000 Penalty: 4329.459961 Iteration 8Q: 3 clusters Score -1098415 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -1098464.875000 Penalty: 4329.459961 Iteration 9Q: 3 clusters Score -1098465 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -1098504.250000 Penalty: 4329.459961 Iteration 10Q: 3 clusters Score -1098504 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -1098528.875000 Penalty: 4329.459961 Iteration 11Q: 3 clusters Score -1098529 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -1098543.000000 Penalty: 4329.459961 Iteration 12Q: 3 clusters Score -1098543 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1098546.000000 Penalty: 4329.459961 Iteration 13Q: 3 clusters Score -1098546 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -1098553.000000 Penalty: 4329.459961 Iteration 14Q: 3 clusters Score -1098553 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -1098556.125000 Penalty: 4329.459961 Iteration 15Q: 3 clusters Score -1098556 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1098557.375000 Penalty: 4329.459961 Iteration 16Q: 3 clusters Score -1098557 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -1098560.625000 Penalty: 4329.459961 Iteration 17Q: 3 clusters Score -1098561 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -1098559.500000 Penalty: 4329.459961 Iteration 18Q: 3 clusters Score -1098560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -1098563.250000 Penalty: 4329.459961 Iteration 19Q: 3 clusters Score -1098563 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1098565.625000 Penalty: 4329.459961 Iteration 20F: 3 clusters Score -1098566 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -1098566.750000 Penalty: 4329.459961 Iteration 21Q: 3 clusters Score -1098567 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -1098568.125000 Penalty: 4329.459961 Iteration 22Q: 3 clusters Score -1098568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -1098569.250000 Penalty: 4329.459961 Iteration 23Q: 3 clusters Score -1098569 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1098569.375000 Penalty: 4329.459961 Iteration 24Q: 3 clusters Score -1098569 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -1098570.000000 Penalty: 4329.459961 Iteration 25Q: 3 clusters Score -1098570 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -1098573.250000 Penalty: 4329.459961 Iteration 26Q: 3 clusters Score -1098573 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -1098574.375000 Penalty: 4329.459961 Iteration 27Q: 3 clusters Score -1098574 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -1098576.375000 Penalty: 4329.459961 Iteration 28Q: 3 clusters Score -1098576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -1098577.750000 Penalty: 4329.459961 Iteration 29Q: 3 clusters Score -1098578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -1098580.250000 Penalty: 4329.459961 Iteration 30Q: 3 clusters Score -1098580 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -1098580.750000 Penalty: 4329.459961 Iteration 31Q: 3 clusters Score -1098581 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -1098579.250000 Penalty: 4329.459961 Iteration 32Q: 3 clusters Score -1098579 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -1098579.250000 Penalty: 4329.459961 Iteration 33F: 3 clusters Score -1098579 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (7749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Entering Unmasked Estep Score: -1361592.000000 Penalty: 2220.919189 Iteration 0F: 2 clusters Score -1361592 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -1355396.875000 Penalty: 4441.838379 Iteration 0F: 3 clusters Score -1355397 nChanged 3066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1357169.375000 Penalty: 4441.838379 Iteration 1F: 3 clusters Score -1357169 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1357585.625000 Penalty: 4441.838379 Iteration 2F: 3 clusters Score -1357586 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1358035.500000 Penalty: 4441.838379 Iteration 3F: 3 clusters Score -1358036 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -1358484.500000 Penalty: 4441.838379 Iteration 4F: 3 clusters Score -1358484 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -1358906.875000 Penalty: 4441.838379 Iteration 5F: 3 clusters Score -1358907 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -1359223.625000 Penalty: 4441.838379 Iteration 6F: 3 clusters Score -1359224 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -1359445.500000 Penalty: 4441.838379 Iteration 7Q: 3 clusters Score -1359446 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -1359595.250000 Penalty: 4441.838379 Iteration 8Q: 3 clusters Score -1359595 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -1359686.500000 Penalty: 4441.838379 Iteration 9Q: 3 clusters Score -1359686 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -1359756.375000 Penalty: 4441.838379 Iteration 10Q: 3 clusters Score -1359756 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1359799.125000 Penalty: 4441.838379 Iteration 11Q: 3 clusters Score -1359799 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1359852.875000 Penalty: 4441.838379 Iteration 12Q: 3 clusters Score -1359853 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -1359886.875000 Penalty: 4441.838379 Iteration 13Q: 3 clusters Score -1359887 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -1359916.625000 Penalty: 4441.838379 Iteration 14Q: 3 clusters Score -1359917 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -1359949.875000 Penalty: 4441.838379 Iteration 15Q: 3 clusters Score -1359950 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -1359980.500000 Penalty: 4441.838379 Iteration 16Q: 3 clusters Score -1359980 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -1360017.500000 Penalty: 4441.838379 Iteration 17Q: 3 clusters Score -1360018 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -1360051.000000 Penalty: 4441.838379 Iteration 18Q: 3 clusters Score -1360051 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -1360085.750000 Penalty: 4441.838379 Iteration 19Q: 3 clusters Score -1360086 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -1360103.500000 Penalty: 4441.838379 Iteration 20F: 3 clusters Score -1360104 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -1360123.125000 Penalty: 4441.838379 Iteration 21Q: 3 clusters Score -1360123 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -1360134.625000 Penalty: 4441.838379 Iteration 22Q: 3 clusters Score -1360135 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -1360146.375000 Penalty: 4441.838379 Iteration 23Q: 3 clusters Score -1360146 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -1360154.375000 Penalty: 4441.838379 Iteration 24Q: 3 clusters Score -1360154 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -1360160.500000 Penalty: 4441.838379 Iteration 25Q: 3 clusters Score -1360160 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -1360168.375000 Penalty: 4441.838379 Iteration 26Q: 3 clusters Score -1360168 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -1360173.625000 Penalty: 4441.838379 Iteration 27Q: 3 clusters Score -1360174 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -1360175.500000 Penalty: 4441.838379 Iteration 28Q: 3 clusters Score -1360176 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -1360182.375000 Penalty: 4441.838379 Iteration 29Q: 3 clusters Score -1360182 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -1360187.625000 Penalty: 4441.838379 Iteration 30Q: 3 clusters Score -1360188 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -1360187.250000 Penalty: 4441.838379 Iteration 31Q: 3 clusters Score -1360187 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -1360195.875000 Penalty: 4441.838379 Iteration 32Q: 3 clusters Score -1360196 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -1360199.000000 Penalty: 4441.838379 Iteration 33Q: 3 clusters Score -1360199 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -1360200.375000 Penalty: 4441.838379 Iteration 34Q: 3 clusters Score -1360200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1360202.625000 Penalty: 4441.838379 Iteration 35Q: 3 clusters Score -1360203 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1360204.000000 Penalty: 4441.838379 Iteration 36Q: 3 clusters Score -1360204 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1360204.000000 Penalty: 4441.838379 Iteration 37F: 3 clusters Score -1360204 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (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: -48531.964844 Penalty: 1441.162964 Iteration 0F: 2 clusters Score -48531.96 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 168 members Entering Unmasked Estep Score: -47304.296875 Penalty: 2882.325928 Iteration 0F: 3 clusters Score -47304.3 nChanged 59 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: -47457.441406 Penalty: 2882.325928 Iteration 1F: 3 clusters Score -47457.44 nChanged 13 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: -47498.968750 Penalty: 2882.325928 Iteration 2Q: 3 clusters Score -47498.97 nChanged 9 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: -47546.328125 Penalty: 2882.325928 Iteration 3Q: 3 clusters Score -47546.33 nChanged 6 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: -47581.734375 Penalty: 2882.325928 Iteration 4Q: 3 clusters Score -47581.73 nChanged 3 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: -47589.804688 Penalty: 2882.325928 Iteration 5Q: 3 clusters Score -47589.8 nChanged 4 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: -47601.523438 Penalty: 2882.325928 Iteration 6Q: 3 clusters Score -47601.52 nChanged 1 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: -47603.234375 Penalty: 2882.325928 Iteration 7Q: 3 clusters Score -47603.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -47606.582031 Penalty: 2882.325928 Iteration 8Q: 3 clusters Score -47606.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -47606.582031 Penalty: 2882.325928 Iteration 9F: 3 clusters Score -47606.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (2315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Entering Unmasked Estep Score: -410279.812500 Penalty: 1921.296875 Iteration 0F: 2 clusters Score -410279.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -407456.343750 Penalty: 3842.593750 Iteration 0F: 3 clusters Score -407456.3 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -408007.531250 Penalty: 3842.593750 Iteration 1F: 3 clusters Score -408007.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -408168.218750 Penalty: 3842.593750 Iteration 2F: 3 clusters Score -408168.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -408253.031250 Penalty: 3842.593750 Iteration 3Q: 3 clusters Score -408253 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -408312.406250 Penalty: 3842.593750 Iteration 4Q: 3 clusters Score -408312.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -408377.812500 Penalty: 3842.593750 Iteration 5Q: 3 clusters Score -408377.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -408426.906250 Penalty: 3842.593750 Iteration 6Q: 3 clusters Score -408426.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -408461.281250 Penalty: 3842.593750 Iteration 7Q: 3 clusters Score -408461.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -408493.218750 Penalty: 3842.593750 Iteration 8Q: 3 clusters Score -408493.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -408526.343750 Penalty: 3842.593750 Iteration 9Q: 3 clusters Score -408526.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -408560.218750 Penalty: 3842.593750 Iteration 10Q: 3 clusters Score -408560.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -408595.406250 Penalty: 3842.593750 Iteration 11Q: 3 clusters Score -408595.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -408630.406250 Penalty: 3842.593750 Iteration 12Q: 3 clusters Score -408630.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -408669.281250 Penalty: 3842.593750 Iteration 13Q: 3 clusters Score -408669.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -408701.156250 Penalty: 3842.593750 Iteration 14Q: 3 clusters Score -408701.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -408728.031250 Penalty: 3842.593750 Iteration 15Q: 3 clusters Score -408728 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -408754.500000 Penalty: 3842.593750 Iteration 16Q: 3 clusters Score -408754.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -408782.656250 Penalty: 3842.593750 Iteration 17Q: 3 clusters Score -408782.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -408801.531250 Penalty: 3842.593750 Iteration 18Q: 3 clusters Score -408801.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -408816.218750 Penalty: 3842.593750 Iteration 19Q: 3 clusters Score -408816.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -408834.562500 Penalty: 3842.593750 Iteration 20F: 3 clusters Score -408834.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -408843.312500 Penalty: 3842.593750 Iteration 21Q: 3 clusters Score -408843.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -408849.781250 Penalty: 3842.593750 Iteration 22Q: 3 clusters Score -408849.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -408856.437500 Penalty: 3842.593750 Iteration 23Q: 3 clusters Score -408856.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -408862.500000 Penalty: 3842.593750 Iteration 24Q: 3 clusters Score -408862.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -408868.875000 Penalty: 3842.593750 Iteration 25Q: 3 clusters Score -408868.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -408871.281250 Penalty: 3842.593750 Iteration 26Q: 3 clusters Score -408871.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -408873.812500 Penalty: 3842.593750 Iteration 27Q: 3 clusters Score -408873.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -408875.000000 Penalty: 3842.593750 Iteration 28Q: 3 clusters Score -408875 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -408878.843750 Penalty: 3842.593750 Iteration 29Q: 3 clusters Score -408878.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -408879.250000 Penalty: 3842.593750 Iteration 30Q: 3 clusters Score -408879.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -408882.562500 Penalty: 3842.593750 Iteration 31Q: 3 clusters Score -408882.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -408884.843750 Penalty: 3842.593750 Iteration 32Q: 3 clusters Score -408884.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -408885.968750 Penalty: 3842.593750 Iteration 33Q: 3 clusters Score -408886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -408885.968750 Penalty: 3842.593750 Iteration 34F: 3 clusters Score -408886 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Entering Unmasked Estep Score: -109012.593750 Penalty: 1654.035522 Iteration 0F: 2 clusters Score -109012.6 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 413 members Entering Unmasked Estep Score: -107331.437500 Penalty: 3308.071045 Iteration 0F: 3 clusters Score -107331.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -107707.625000 Penalty: 3308.071045 Iteration 1F: 3 clusters Score -107707.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -107884.750000 Penalty: 3308.071045 Iteration 2F: 3 clusters Score -107884.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -108013.695312 Penalty: 3308.071045 Iteration 3F: 3 clusters Score -108013.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -108144.343750 Penalty: 3308.071045 Iteration 4Q: 3 clusters Score -108144.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -108270.984375 Penalty: 3308.071045 Iteration 5Q: 3 clusters Score -108271 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -108383.828125 Penalty: 3308.071045 Iteration 6Q: 3 clusters Score -108383.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -108436.585938 Penalty: 3308.071045 Iteration 7Q: 3 clusters Score -108436.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -108469.445312 Penalty: 3308.071045 Iteration 8Q: 3 clusters Score -108469.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -108493.804688 Penalty: 3308.071045 Iteration 9Q: 3 clusters Score -108493.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -108514.546875 Penalty: 3308.071045 Iteration 10Q: 3 clusters Score -108514.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -108525.656250 Penalty: 3308.071045 Iteration 11Q: 3 clusters Score -108525.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -108558.726562 Penalty: 3308.071045 Iteration 12Q: 3 clusters Score -108558.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -108580.351562 Penalty: 3308.071045 Iteration 13Q: 3 clusters Score -108580.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -108600.921875 Penalty: 3308.071045 Iteration 14Q: 3 clusters Score -108600.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -108609.570312 Penalty: 3308.071045 Iteration 15Q: 3 clusters Score -108609.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -108615.789062 Penalty: 3308.071045 Iteration 16Q: 3 clusters Score -108615.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -108629.531250 Penalty: 3308.071045 Iteration 17Q: 3 clusters Score -108629.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -108641.070312 Penalty: 3308.071045 Iteration 18Q: 3 clusters Score -108641.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -108665.882812 Penalty: 3308.071045 Iteration 19Q: 3 clusters Score -108665.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -108697.421875 Penalty: 3308.071045 Iteration 20F: 3 clusters Score -108697.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -108731.062500 Penalty: 3308.071045 Iteration 21Q: 3 clusters Score -108731.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -108761.578125 Penalty: 3308.071045 Iteration 22Q: 3 clusters Score -108761.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -108792.203125 Penalty: 3308.071045 Iteration 23Q: 3 clusters Score -108792.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -108841.226562 Penalty: 3308.071045 Iteration 24Q: 3 clusters Score -108841.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -108882.570312 Penalty: 3308.071045 Iteration 25Q: 3 clusters Score -108882.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -108933.031250 Penalty: 3308.071045 Iteration 26Q: 3 clusters Score -108933 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -108984.078125 Penalty: 3308.071045 Iteration 27Q: 3 clusters Score -108984.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -108997.992188 Penalty: 3308.071045 Iteration 28Q: 3 clusters Score -108998 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -109017.531250 Penalty: 3308.071045 Iteration 29Q: 3 clusters Score -109017.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -109036.250000 Penalty: 3308.071045 Iteration 30Q: 3 clusters Score -109036.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -109046.562500 Penalty: 3308.071045 Iteration 31Q: 3 clusters Score -109046.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -109054.210938 Penalty: 3308.071045 Iteration 32Q: 3 clusters Score -109054.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -109060.234375 Penalty: 3308.071045 Iteration 33Q: 3 clusters Score -109060.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -109063.070312 Penalty: 3308.071045 Iteration 34F: 3 clusters Score -109063.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -109075.000000 Penalty: 3308.071045 Iteration 35Q: 3 clusters Score -109075 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -109077.515625 Penalty: 3308.071045 Iteration 36Q: 3 clusters Score -109077.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -109082.898438 Penalty: 3308.071045 Iteration 37Q: 3 clusters Score -109082.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -109085.835938 Penalty: 3308.071045 Iteration 38Q: 3 clusters Score -109085.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -109086.101562 Penalty: 3308.071045 Iteration 39Q: 3 clusters Score -109086.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -109086.101562 Penalty: 3308.071045 Iteration 40F: 3 clusters Score -109086.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14353 members Mstep: Class 4 contains 5917 members Mstep: Class 5 contains 8759 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6512 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3258 members Mstep: Class 19 contains 5952 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7749 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 392 members Mstep: Class 37 contains 246 members Mstep: Class 38 contains 396 members Entering Unmasked Estep Score: -15656848.000000 Penalty: 107856.976562 Splitting cluster 36 changes total score from -15657926.000000 to -15656848.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 37 (246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Entering Unmasked Estep Score: -28259.347656 Penalty: 1365.322266 Iteration 0F: 2 clusters Score -28259.35 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 120 members Entering Unmasked Estep Score: -27141.859375 Penalty: 2730.644531 Iteration 0F: 3 clusters Score -27141.86 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -27322.560547 Penalty: 2730.644531 Iteration 1F: 3 clusters Score -27322.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -27376.105469 Penalty: 2730.644531 Iteration 2Q: 3 clusters Score -27376.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -27444.365234 Penalty: 2730.644531 Iteration 3Q: 3 clusters Score -27444.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -27460.865234 Penalty: 2730.644531 Iteration 4Q: 3 clusters Score -27460.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -27471.292969 Penalty: 2730.644531 Iteration 5Q: 3 clusters Score -27471.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -27477.091797 Penalty: 2730.644531 Iteration 6Q: 3 clusters Score -27477.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -27482.386719 Penalty: 2730.644531 Iteration 7Q: 3 clusters Score -27482.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -27499.730469 Penalty: 2730.644531 Iteration 8Q: 3 clusters Score -27499.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -27499.730469 Penalty: 2730.644531 Iteration 9F: 3 clusters Score -27499.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14353 members Mstep: Class 4 contains 5917 members Mstep: Class 5 contains 8759 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6512 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3258 members Mstep: Class 19 contains 5952 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7749 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657954.000000 Penalty: 105018.632812 Iteration 159Q: 38 clusters Score -1.565795e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14347 members Mstep: Class 4 contains 5918 members Mstep: Class 5 contains 8764 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 202 members Mstep: Class 9 contains 6515 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 284 members Mstep: Class 18 contains 3250 members Mstep: Class 19 contains 5952 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7754 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657976.000000 Penalty: 105018.632812 Iteration 160F: 38 clusters Score -1.565798e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14346 members Mstep: Class 4 contains 5918 members Mstep: Class 5 contains 8764 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 203 members Mstep: Class 9 contains 6518 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3244 members Mstep: Class 19 contains 5953 members Mstep: Class 20 contains 188 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7757 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 788 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15657986.000000 Penalty: 105018.632812 Iteration 161Q: 38 clusters Score -1.565799e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14346 members Mstep: Class 4 contains 5918 members Mstep: Class 5 contains 8764 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6522 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4598 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3236 members Mstep: Class 19 contains 5955 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7759 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658021.000000 Penalty: 105018.632812 Iteration 162Q: 38 clusters Score -1.565802e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14345 members Mstep: Class 4 contains 5918 members Mstep: Class 5 contains 8763 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6522 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4598 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3232 members Mstep: Class 19 contains 5956 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5718 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7763 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658019.000000 Penalty: 105018.632812 Iteration 163Q: 38 clusters Score -1.565802e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14347 members Mstep: Class 4 contains 5918 members Mstep: Class 5 contains 8764 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6522 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4598 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3226 members Mstep: Class 19 contains 5960 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7763 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658021.000000 Penalty: 105018.632812 Iteration 164Q: 38 clusters Score -1.565802e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14347 members Mstep: Class 4 contains 5918 members Mstep: Class 5 contains 8765 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6523 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4598 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3225 members Mstep: Class 19 contains 5959 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6178 members Mstep: Class 33 contains 7765 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658000.000000 Penalty: 105018.632812 Iteration 165Q: 38 clusters Score -1.5658e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14345 members Mstep: Class 4 contains 5918 members Mstep: Class 5 contains 8768 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6523 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4598 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3222 members Mstep: Class 19 contains 5962 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5715 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6176 members Mstep: Class 33 contains 7767 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658012.000000 Penalty: 105018.632812 Iteration 166Q: 38 clusters Score -1.565801e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14343 members Mstep: Class 4 contains 5917 members Mstep: Class 5 contains 8770 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6523 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4598 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3216 members Mstep: Class 19 contains 5965 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5715 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6176 members Mstep: Class 33 contains 7771 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658012.000000 Penalty: 105018.632812 Iteration 167Q: 38 clusters Score -1.565801e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14344 members Mstep: Class 4 contains 5917 members Mstep: Class 5 contains 8769 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6523 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1594 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4598 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3208 members Mstep: Class 19 contains 5973 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6176 members Mstep: Class 33 contains 7770 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658020.000000 Penalty: 105018.632812 Iteration 168Q: 38 clusters Score -1.565802e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14339 members Mstep: Class 4 contains 5919 members Mstep: Class 5 contains 8772 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6525 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1595 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4598 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3202 members Mstep: Class 19 contains 5975 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6176 members Mstep: Class 33 contains 7770 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658020.000000 Penalty: 105018.632812 Iteration 169Q: 38 clusters Score -1.565802e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14337 members Mstep: Class 4 contains 5917 members Mstep: Class 5 contains 8776 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6525 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1595 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4598 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3198 members Mstep: Class 19 contains 5976 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6176 members Mstep: Class 33 contains 7773 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658039.000000 Penalty: 105018.632812 Iteration 170Q: 38 clusters Score -1.565804e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14336 members Mstep: Class 4 contains 5917 members Mstep: Class 5 contains 8779 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6526 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1595 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4598 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3191 members Mstep: Class 19 contains 5981 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5716 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6176 members Mstep: Class 33 contains 7773 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658043.000000 Penalty: 105018.632812 Iteration 171Q: 38 clusters Score -1.565804e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14336 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8780 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6528 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1595 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4598 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3187 members Mstep: Class 19 contains 5987 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5715 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6176 members Mstep: Class 33 contains 7770 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658056.000000 Penalty: 105018.632812 Iteration 172Q: 38 clusters Score -1.565806e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14335 members Mstep: Class 4 contains 5916 members Mstep: Class 5 contains 8780 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6531 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1595 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3180 members Mstep: Class 19 contains 5995 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6175 members Mstep: Class 33 contains 7768 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658049.000000 Penalty: 105018.632812 Iteration 173Q: 38 clusters Score -1.565805e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14333 members Mstep: Class 4 contains 5915 members Mstep: Class 5 contains 8781 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6532 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1596 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3176 members Mstep: Class 19 contains 5999 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6175 members Mstep: Class 33 contains 7768 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658050.000000 Penalty: 105018.632812 Iteration 174Q: 38 clusters Score -1.565805e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14332 members Mstep: Class 4 contains 5915 members Mstep: Class 5 contains 8782 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6537 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1596 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3174 members Mstep: Class 19 contains 6001 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2167 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6175 members Mstep: Class 33 contains 7762 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658055.000000 Penalty: 105018.632812 Iteration 175Q: 38 clusters Score -1.565806e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14331 members Mstep: Class 4 contains 5915 members Mstep: Class 5 contains 8781 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6541 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1596 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3174 members Mstep: Class 19 contains 5999 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2167 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6175 members Mstep: Class 33 contains 7762 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658048.000000 Penalty: 105018.632812 Iteration 176Q: 38 clusters Score -1.565805e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14331 members Mstep: Class 4 contains 5915 members Mstep: Class 5 contains 8781 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6541 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1596 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3173 members Mstep: Class 19 contains 5998 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2167 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6175 members Mstep: Class 33 contains 7764 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658049.000000 Penalty: 105018.632812 Iteration 177Q: 38 clusters Score -1.565805e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14331 members Mstep: Class 4 contains 5914 members Mstep: Class 5 contains 8782 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6541 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1596 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3173 members Mstep: Class 19 contains 5997 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2167 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6175 members Mstep: Class 33 contains 7765 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658041.000000 Penalty: 105018.632812 Iteration 178Q: 38 clusters Score -1.565804e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14330 members Mstep: Class 4 contains 5914 members Mstep: Class 5 contains 8784 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6541 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1596 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3171 members Mstep: Class 19 contains 5997 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2167 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6175 members Mstep: Class 33 contains 7766 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658043.000000 Penalty: 105018.632812 Iteration 179Q: 38 clusters Score -1.565804e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14330 members Mstep: Class 4 contains 5914 members Mstep: Class 5 contains 8785 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6541 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1596 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3170 members Mstep: Class 19 contains 5997 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2167 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6175 members Mstep: Class 33 contains 7766 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Entering Unmasked Estep ConsiderDeletion Score: -15658054.000000 Penalty: 105018.632812 Iteration 180F: 38 clusters Score -1.565805e+07 nChanged 0 Entering ConstructFrom: Score: -15658054.000000 Penalty: 105018.632812 Entering ConstructFrom: Trying to split cluster 1 (1740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Entering Unmasked Estep Score: -287065.437500 Penalty: 1850.486816 Iteration 0F: 2 clusters Score -287065.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -284704.156250 Penalty: 3700.973633 Iteration 0F: 3 clusters Score -284704.2 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -285401.468750 Penalty: 3700.973633 Iteration 1F: 3 clusters Score -285401.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -285808.656250 Penalty: 3700.973633 Iteration 2F: 3 clusters Score -285808.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -286204.750000 Penalty: 3700.973633 Iteration 3F: 3 clusters Score -286204.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -286521.281250 Penalty: 3700.973633 Iteration 4F: 3 clusters Score -286521.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -286692.875000 Penalty: 3700.973633 Iteration 5F: 3 clusters Score -286692.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -286789.687500 Penalty: 3700.973633 Iteration 6Q: 3 clusters Score -286789.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -286847.625000 Penalty: 3700.973633 Iteration 7Q: 3 clusters Score -286847.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -286883.125000 Penalty: 3700.973633 Iteration 8Q: 3 clusters Score -286883.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -286892.531250 Penalty: 3700.973633 Iteration 9Q: 3 clusters Score -286892.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -286902.687500 Penalty: 3700.973633 Iteration 10Q: 3 clusters Score -286902.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -286912.937500 Penalty: 3700.973633 Iteration 11Q: 3 clusters Score -286912.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -286919.468750 Penalty: 3700.973633 Iteration 12Q: 3 clusters Score -286919.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -286925.031250 Penalty: 3700.973633 Iteration 13Q: 3 clusters Score -286925 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -286927.812500 Penalty: 3700.973633 Iteration 14Q: 3 clusters Score -286927.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -286929.218750 Penalty: 3700.973633 Iteration 15Q: 3 clusters Score -286929.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -286930.000000 Penalty: 3700.973633 Iteration 16Q: 3 clusters Score -286930 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -286930.343750 Penalty: 3700.973633 Iteration 17Q: 3 clusters Score -286930.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -286932.093750 Penalty: 3700.973633 Iteration 18Q: 3 clusters Score -286932.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -286934.000000 Penalty: 3700.973633 Iteration 19Q: 3 clusters Score -286934 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -286933.937500 Penalty: 3700.973633 Iteration 20F: 3 clusters Score -286933.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -286943.156250 Penalty: 3700.973633 Iteration 21Q: 3 clusters Score -286943.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -286944.500000 Penalty: 3700.973633 Iteration 22Q: 3 clusters Score -286944.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -286952.843750 Penalty: 3700.973633 Iteration 23Q: 3 clusters Score -286952.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -286954.875000 Penalty: 3700.973633 Iteration 24Q: 3 clusters Score -286954.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -286960.718750 Penalty: 3700.973633 Iteration 25Q: 3 clusters Score -286960.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -286965.937500 Penalty: 3700.973633 Iteration 26Q: 3 clusters Score -286965.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -286967.312500 Penalty: 3700.973633 Iteration 27Q: 3 clusters Score -286967.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -286972.625000 Penalty: 3700.973633 Iteration 28Q: 3 clusters Score -286972.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -286974.843750 Penalty: 3700.973633 Iteration 29Q: 3 clusters Score -286974.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -286974.843750 Penalty: 3700.973633 Iteration 30F: 3 clusters Score -286974.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -67911.312500 Penalty: 1549.514648 Iteration 0F: 2 clusters Score -67911.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -66483.656250 Penalty: 3099.029297 Iteration 0F: 3 clusters Score -66483.66 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -66779.523438 Penalty: 3099.029297 Iteration 1F: 3 clusters Score -66779.52 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -67079.367188 Penalty: 3099.029297 Iteration 2F: 3 clusters Score -67079.37 nChanged 43 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: -67274.656250 Penalty: 3099.029297 Iteration 3F: 3 clusters Score -67274.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -67347.375000 Penalty: 3099.029297 Iteration 4Q: 3 clusters Score -67347.38 nChanged 9 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: -67405.148438 Penalty: 3099.029297 Iteration 5Q: 3 clusters Score -67405.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -67433.742188 Penalty: 3099.029297 Iteration 6Q: 3 clusters Score -67433.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -67440.937500 Penalty: 3099.029297 Iteration 7Q: 3 clusters Score -67440.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -67440.937500 Penalty: 3099.029297 Iteration 8F: 3 clusters Score -67440.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (14330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14330 members Entering Unmasked Estep Score: -2526088.250000 Penalty: 2373.387451 Iteration 0F: 2 clusters Score -2526088 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -2515596.000000 Penalty: 4746.774902 Iteration 0F: 3 clusters Score -2515596 nChanged 6276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -2519063.000000 Penalty: 4746.774902 Iteration 1F: 3 clusters Score -2519063 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -2519417.500000 Penalty: 4746.774902 Iteration 2F: 3 clusters Score -2519418 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -2519714.250000 Penalty: 4746.774902 Iteration 3Q: 3 clusters Score -2519714 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -2520038.750000 Penalty: 4746.774902 Iteration 4Q: 3 clusters Score -2520039 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -2520369.750000 Penalty: 4746.774902 Iteration 5Q: 3 clusters Score -2520370 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -2520722.500000 Penalty: 4746.774902 Iteration 6Q: 3 clusters Score -2520722 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 7980 members Entering Unmasked Estep Score: -2521049.500000 Penalty: 4746.774902 Iteration 7Q: 3 clusters Score -2521050 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 8249 members Entering Unmasked Estep Score: -2521368.250000 Penalty: 4746.774902 Iteration 8Q: 3 clusters Score -2521368 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 8617 members Entering Unmasked Estep Score: -2521734.750000 Penalty: 4746.774902 Iteration 9Q: 3 clusters Score -2521735 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -2522116.500000 Penalty: 4746.774902 Iteration 10Q: 3 clusters Score -2522116 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 9569 members Entering Unmasked Estep Score: -2522568.250000 Penalty: 4746.774902 Iteration 11Q: 3 clusters Score -2522568 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -2523080.750000 Penalty: 4746.774902 Iteration 12Q: 3 clusters Score -2523081 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 10655 members Entering Unmasked Estep Score: -2523546.500000 Penalty: 4746.774902 Iteration 13Q: 3 clusters Score -2523546 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -2523911.250000 Penalty: 4746.774902 Iteration 14Q: 3 clusters Score -2523911 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 11532 members Entering Unmasked Estep Score: -2524193.500000 Penalty: 4746.774902 Iteration 15Q: 3 clusters Score -2524194 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -2524390.500000 Penalty: 4746.774902 Iteration 16Q: 3 clusters Score -2524390 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 12083 members Entering Unmasked Estep Score: -2524512.000000 Penalty: 4746.774902 Iteration 17Q: 3 clusters Score -2524512 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 12274 members Entering Unmasked Estep Score: -2524608.250000 Penalty: 4746.774902 Iteration 18Q: 3 clusters Score -2524608 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 12437 members Entering Unmasked Estep Score: -2524679.500000 Penalty: 4746.774902 Iteration 19Q: 3 clusters Score -2524680 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 12578 members Entering Unmasked Estep Score: -2524754.000000 Penalty: 4746.774902 Iteration 20F: 3 clusters Score -2524754 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 12704 members Entering Unmasked Estep Score: -2524806.250000 Penalty: 4746.774902 Iteration 21Q: 3 clusters Score -2524806 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 12820 members Entering Unmasked Estep Score: -2524859.500000 Penalty: 4746.774902 Iteration 22Q: 3 clusters Score -2524860 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 12898 members Entering Unmasked Estep Score: -2524898.000000 Penalty: 4746.774902 Iteration 23Q: 3 clusters Score -2524898 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 12961 members Entering Unmasked Estep Score: -2524923.250000 Penalty: 4746.774902 Iteration 24Q: 3 clusters Score -2524923 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 13005 members Entering Unmasked Estep Score: -2524937.750000 Penalty: 4746.774902 Iteration 25Q: 3 clusters Score -2524938 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 13041 members Entering Unmasked Estep Score: -2524957.250000 Penalty: 4746.774902 Iteration 26Q: 3 clusters Score -2524957 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 13065 members Entering Unmasked Estep Score: -2524968.000000 Penalty: 4746.774902 Iteration 27Q: 3 clusters Score -2524968 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 13082 members Entering Unmasked Estep Score: -2524974.000000 Penalty: 4746.774902 Iteration 28Q: 3 clusters Score -2524974 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 13095 members Entering Unmasked Estep Score: -2524974.750000 Penalty: 4746.774902 Iteration 29Q: 3 clusters Score -2524975 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 13107 members Entering Unmasked Estep Score: -2524982.500000 Penalty: 4746.774902 Iteration 30Q: 3 clusters Score -2524982 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 13120 members Entering Unmasked Estep Score: -2524991.500000 Penalty: 4746.774902 Iteration 31Q: 3 clusters Score -2524992 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 13128 members Entering Unmasked Estep Score: -2524993.500000 Penalty: 4746.774902 Iteration 32Q: 3 clusters Score -2524994 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 13137 members Entering Unmasked Estep Score: -2524995.750000 Penalty: 4746.774902 Iteration 33Q: 3 clusters Score -2524996 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 13142 members Entering Unmasked Estep Score: -2524997.750000 Penalty: 4746.774902 Iteration 34Q: 3 clusters Score -2524998 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 13148 members Entering Unmasked Estep Score: -2525007.250000 Penalty: 4746.774902 Iteration 35Q: 3 clusters Score -2525007 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 13153 members Entering Unmasked Estep Score: -2525008.500000 Penalty: 4746.774902 Iteration 36Q: 3 clusters Score -2525008 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 13156 members Entering Unmasked Estep Score: -2525009.250000 Penalty: 4746.774902 Iteration 37Q: 3 clusters Score -2525009 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 13161 members Entering Unmasked Estep Score: -2525006.500000 Penalty: 4746.774902 Iteration 38Q: 3 clusters Score -2525006 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 13166 members Entering Unmasked Estep Score: -2525010.750000 Penalty: 4746.774902 Iteration 39Q: 3 clusters Score -2525011 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 13171 members Entering Unmasked Estep Score: -2525008.750000 Penalty: 4746.774902 Iteration 40F: 3 clusters Score -2525009 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 13176 members Entering Unmasked Estep Score: -2525010.250000 Penalty: 4746.774902 Iteration 41Q: 3 clusters Score -2525010 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 13178 members Entering Unmasked Estep Score: -2525012.750000 Penalty: 4746.774902 Iteration 42Q: 3 clusters Score -2525013 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 13179 members Entering Unmasked Estep Score: -2525012.250000 Penalty: 4746.774902 Iteration 43Q: 3 clusters Score -2525012 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 13179 members Entering Unmasked Estep Score: -2525012.250000 Penalty: 4746.774902 Iteration 44F: 3 clusters Score -2525012 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Entering Unmasked Estep Score: -1048377.250000 Penalty: 2153.899170 Iteration 0F: 2 clusters Score -1048377 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -1043287.250000 Penalty: 4307.798340 Iteration 0F: 3 clusters Score -1043287 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -1044657.500000 Penalty: 4307.798340 Iteration 1F: 3 clusters Score -1044658 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1045010.875000 Penalty: 4307.798340 Iteration 2F: 3 clusters Score -1045011 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -1045324.625000 Penalty: 4307.798340 Iteration 3F: 3 clusters Score -1045325 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -1045609.562500 Penalty: 4307.798340 Iteration 4F: 3 clusters Score -1045610 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -1045900.437500 Penalty: 4307.798340 Iteration 5F: 3 clusters Score -1045900 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -1046223.500000 Penalty: 4307.798340 Iteration 6F: 3 clusters Score -1046224 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -1046522.875000 Penalty: 4307.798340 Iteration 7F: 3 clusters Score -1046523 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -1046746.812500 Penalty: 4307.798340 Iteration 8Q: 3 clusters Score -1046747 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -1046884.875000 Penalty: 4307.798340 Iteration 9Q: 3 clusters Score -1046885 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1046958.812500 Penalty: 4307.798340 Iteration 10Q: 3 clusters Score -1046959 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -1047003.625000 Penalty: 4307.798340 Iteration 11Q: 3 clusters Score -1047004 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -1047027.500000 Penalty: 4307.798340 Iteration 12Q: 3 clusters Score -1047028 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1047037.750000 Penalty: 4307.798340 Iteration 13Q: 3 clusters Score -1047038 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1047047.187500 Penalty: 4307.798340 Iteration 14Q: 3 clusters Score -1047047 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -1047058.250000 Penalty: 4307.798340 Iteration 15Q: 3 clusters Score -1047058 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -1047064.812500 Penalty: 4307.798340 Iteration 16Q: 3 clusters Score -1047065 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -1047072.687500 Penalty: 4307.798340 Iteration 17Q: 3 clusters Score -1047073 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1047074.562500 Penalty: 4307.798340 Iteration 18Q: 3 clusters Score -1047075 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -1047075.687500 Penalty: 4307.798340 Iteration 19Q: 3 clusters Score -1047076 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1047080.000000 Penalty: 4307.798340 Iteration 20F: 3 clusters Score -1047080 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -1047080.187500 Penalty: 4307.798340 Iteration 21Q: 3 clusters Score -1047080 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1047079.312500 Penalty: 4307.798340 Iteration 22Q: 3 clusters Score -1047079 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -1047082.000000 Penalty: 4307.798340 Iteration 23Q: 3 clusters Score -1047082 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -1047082.562500 Penalty: 4307.798340 Iteration 24Q: 3 clusters Score -1047083 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -1047082.562500 Penalty: 4307.798340 Iteration 25F: 3 clusters Score -1047083 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8785 members Entering Unmasked Estep Score: -1573615.375000 Penalty: 2252.038574 Iteration 0F: 2 clusters Score -1573615 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1566750.625000 Penalty: 4504.077148 Iteration 0F: 3 clusters Score -1566751 nChanged 3569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1568702.250000 Penalty: 4504.077148 Iteration 1F: 3 clusters Score -1568702 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -1569064.875000 Penalty: 4504.077148 Iteration 2F: 3 clusters Score -1569065 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -1569410.375000 Penalty: 4504.077148 Iteration 3F: 3 clusters Score -1569410 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1569790.000000 Penalty: 4504.077148 Iteration 4F: 3 clusters Score -1569790 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -1570195.375000 Penalty: 4504.077148 Iteration 5F: 3 clusters Score -1570195 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -1570603.125000 Penalty: 4504.077148 Iteration 6F: 3 clusters Score -1570603 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -1570941.625000 Penalty: 4504.077148 Iteration 7F: 3 clusters Score -1570942 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -1571182.875000 Penalty: 4504.077148 Iteration 8Q: 3 clusters Score -1571183 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -1571375.250000 Penalty: 4504.077148 Iteration 9Q: 3 clusters Score -1571375 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -1571520.000000 Penalty: 4504.077148 Iteration 10Q: 3 clusters Score -1571520 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -1571624.750000 Penalty: 4504.077148 Iteration 11Q: 3 clusters Score -1571625 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1571727.250000 Penalty: 4504.077148 Iteration 12Q: 3 clusters Score -1571727 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -1571798.000000 Penalty: 4504.077148 Iteration 13Q: 3 clusters Score -1571798 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1571853.125000 Penalty: 4504.077148 Iteration 14Q: 3 clusters Score -1571853 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1571907.625000 Penalty: 4504.077148 Iteration 15Q: 3 clusters Score -1571908 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1571945.625000 Penalty: 4504.077148 Iteration 16Q: 3 clusters Score -1571946 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1571983.000000 Penalty: 4504.077148 Iteration 17Q: 3 clusters Score -1571983 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1572009.750000 Penalty: 4504.077148 Iteration 18Q: 3 clusters Score -1572010 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -1572032.125000 Penalty: 4504.077148 Iteration 19Q: 3 clusters Score -1572032 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -1572041.250000 Penalty: 4504.077148 Iteration 20F: 3 clusters Score -1572041 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1572053.000000 Penalty: 4504.077148 Iteration 21Q: 3 clusters Score -1572053 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1572056.875000 Penalty: 4504.077148 Iteration 22Q: 3 clusters Score -1572057 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -1572061.125000 Penalty: 4504.077148 Iteration 23Q: 3 clusters Score -1572061 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1572063.625000 Penalty: 4504.077148 Iteration 24Q: 3 clusters Score -1572064 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -1572066.625000 Penalty: 4504.077148 Iteration 25Q: 3 clusters Score -1572067 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -1572071.250000 Penalty: 4504.077148 Iteration 26Q: 3 clusters Score -1572071 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -1572075.875000 Penalty: 4504.077148 Iteration 27Q: 3 clusters Score -1572076 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -1572080.750000 Penalty: 4504.077148 Iteration 28Q: 3 clusters Score -1572081 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -1572084.125000 Penalty: 4504.077148 Iteration 29Q: 3 clusters Score -1572084 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1572083.625000 Penalty: 4504.077148 Iteration 30Q: 3 clusters Score -1572084 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -1572095.875000 Penalty: 4504.077148 Iteration 31Q: 3 clusters Score -1572096 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -1572102.375000 Penalty: 4504.077148 Iteration 32Q: 3 clusters Score -1572102 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1572105.000000 Penalty: 4504.077148 Iteration 33Q: 3 clusters Score -1572105 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -1572111.375000 Penalty: 4504.077148 Iteration 34Q: 3 clusters Score -1572111 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1572118.375000 Penalty: 4504.077148 Iteration 35Q: 3 clusters Score -1572118 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1572126.375000 Penalty: 4504.077148 Iteration 36Q: 3 clusters Score -1572126 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1572133.375000 Penalty: 4504.077148 Iteration 37Q: 3 clusters Score -1572133 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1572140.250000 Penalty: 4504.077148 Iteration 38Q: 3 clusters Score -1572140 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1572152.875000 Penalty: 4504.077148 Iteration 39Q: 3 clusters Score -1572153 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1572156.750000 Penalty: 4504.077148 Iteration 40F: 3 clusters Score -1572157 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1572158.625000 Penalty: 4504.077148 Iteration 41Q: 3 clusters Score -1572159 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1572167.750000 Penalty: 4504.077148 Iteration 42Q: 3 clusters Score -1572168 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1572169.375000 Penalty: 4504.077148 Iteration 43Q: 3 clusters Score -1572169 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1572172.125000 Penalty: 4504.077148 Iteration 44Q: 3 clusters Score -1572172 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -1572176.250000 Penalty: 4504.077148 Iteration 45Q: 3 clusters Score -1572176 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1572175.250000 Penalty: 4504.077148 Iteration 46Q: 3 clusters Score -1572175 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -1572177.000000 Penalty: 4504.077148 Iteration 47Q: 3 clusters Score -1572177 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -1572180.500000 Penalty: 4504.077148 Iteration 48Q: 3 clusters Score -1572180 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -1572183.250000 Penalty: 4504.077148 Iteration 49Q: 3 clusters Score -1572183 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -1572183.875000 Penalty: 4504.077148 Iteration 50Q: 3 clusters Score -1572184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -1572181.500000 Penalty: 4504.077148 Iteration 51Q: 3 clusters Score -1572182 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -1572183.750000 Penalty: 4504.077148 Iteration 52Q: 3 clusters Score -1572184 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1572183.750000 Penalty: 4504.077148 Iteration 53Q: 3 clusters Score -1572184 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1572189.250000 Penalty: 4504.077148 Iteration 54Q: 3 clusters Score -1572189 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -1572190.750000 Penalty: 4504.077148 Iteration 55Q: 3 clusters Score -1572191 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -1572188.625000 Penalty: 4504.077148 Iteration 56Q: 3 clusters Score -1572189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1572191.750000 Penalty: 4504.077148 Iteration 57Q: 3 clusters Score -1572192 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -1572191.500000 Penalty: 4504.077148 Iteration 58Q: 3 clusters Score -1572192 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -1572191.625000 Penalty: 4504.077148 Iteration 59Q: 3 clusters Score -1572192 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -1572191.500000 Penalty: 4504.077148 Iteration 60F: 3 clusters Score -1572192 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -1572192.625000 Penalty: 4504.077148 Iteration 61Q: 3 clusters Score -1572193 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -1572195.625000 Penalty: 4504.077148 Iteration 62Q: 3 clusters Score -1572196 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -1572197.000000 Penalty: 4504.077148 Iteration 63Q: 3 clusters Score -1572197 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1572195.750000 Penalty: 4504.077148 Iteration 64Q: 3 clusters Score -1572196 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -1572193.625000 Penalty: 4504.077148 Iteration 65Q: 3 clusters Score -1572194 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -1572195.625000 Penalty: 4504.077148 Iteration 66Q: 3 clusters Score -1572196 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -1572194.625000 Penalty: 4504.077148 Iteration 67Q: 3 clusters Score -1572195 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -1572194.625000 Penalty: 4504.077148 Iteration 68F: 3 clusters Score -1572195 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Entering Unmasked Estep Score: -326220.062500 Penalty: 1880.013550 Iteration 0F: 2 clusters Score -326220.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -323611.343750 Penalty: 3760.027100 Iteration 0F: 3 clusters Score -323611.3 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -324139.500000 Penalty: 3760.027100 Iteration 1F: 3 clusters Score -324139.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -324314.531250 Penalty: 3760.027100 Iteration 2F: 3 clusters Score -324314.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -324416.718750 Penalty: 3760.027100 Iteration 3Q: 3 clusters Score -324416.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -324514.312500 Penalty: 3760.027100 Iteration 4Q: 3 clusters Score -324514.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -324634.281250 Penalty: 3760.027100 Iteration 5Q: 3 clusters Score -324634.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -324760.812500 Penalty: 3760.027100 Iteration 6Q: 3 clusters Score -324760.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -324870.875000 Penalty: 3760.027100 Iteration 7Q: 3 clusters Score -324870.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -324940.406250 Penalty: 3760.027100 Iteration 8Q: 3 clusters Score -324940.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -324993.375000 Penalty: 3760.027100 Iteration 9Q: 3 clusters Score -324993.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -325057.812500 Penalty: 3760.027100 Iteration 10Q: 3 clusters Score -325057.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -325118.687500 Penalty: 3760.027100 Iteration 11Q: 3 clusters Score -325118.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -325199.125000 Penalty: 3760.027100 Iteration 12Q: 3 clusters Score -325199.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -325249.656250 Penalty: 3760.027100 Iteration 13Q: 3 clusters Score -325249.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -325296.312500 Penalty: 3760.027100 Iteration 14Q: 3 clusters Score -325296.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -325345.812500 Penalty: 3760.027100 Iteration 15Q: 3 clusters Score -325345.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -325383.656250 Penalty: 3760.027100 Iteration 16Q: 3 clusters Score -325383.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -325417.750000 Penalty: 3760.027100 Iteration 17Q: 3 clusters Score -325417.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -325446.312500 Penalty: 3760.027100 Iteration 18Q: 3 clusters Score -325446.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -325471.625000 Penalty: 3760.027100 Iteration 19Q: 3 clusters Score -325471.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -325504.156250 Penalty: 3760.027100 Iteration 20F: 3 clusters Score -325504.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -325535.562500 Penalty: 3760.027100 Iteration 21Q: 3 clusters Score -325535.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -325577.656250 Penalty: 3760.027100 Iteration 22Q: 3 clusters Score -325577.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -325628.031250 Penalty: 3760.027100 Iteration 23Q: 3 clusters Score -325628 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -325675.875000 Penalty: 3760.027100 Iteration 24Q: 3 clusters Score -325675.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -325721.062500 Penalty: 3760.027100 Iteration 25Q: 3 clusters Score -325721.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -325765.312500 Penalty: 3760.027100 Iteration 26Q: 3 clusters Score -325765.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -325801.343750 Penalty: 3760.027100 Iteration 27Q: 3 clusters Score -325801.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -325814.218750 Penalty: 3760.027100 Iteration 28Q: 3 clusters Score -325814.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -325818.843750 Penalty: 3760.027100 Iteration 29Q: 3 clusters Score -325818.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -325822.312500 Penalty: 3760.027100 Iteration 30Q: 3 clusters Score -325822.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -325824.000000 Penalty: 3760.027100 Iteration 31Q: 3 clusters Score -325824 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -325827.250000 Penalty: 3760.027100 Iteration 32Q: 3 clusters Score -325827.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -325830.218750 Penalty: 3760.027100 Iteration 33Q: 3 clusters Score -325830.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -325832.218750 Penalty: 3760.027100 Iteration 34Q: 3 clusters Score -325832.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -325832.375000 Penalty: 3760.027100 Iteration 35Q: 3 clusters Score -325832.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -325834.250000 Penalty: 3760.027100 Iteration 36Q: 3 clusters Score -325834.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -325835.375000 Penalty: 3760.027100 Iteration 37Q: 3 clusters Score -325835.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -325836.250000 Penalty: 3760.027100 Iteration 38Q: 3 clusters Score -325836.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -325836.250000 Penalty: 3760.027100 Iteration 39F: 3 clusters Score -325836.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Entering Unmasked Estep Score: -77953.609375 Penalty: 1542.212891 Iteration 0F: 2 clusters Score -77953.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -76485.242188 Penalty: 3084.425781 Iteration 0F: 3 clusters Score -76485.24 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -76698.789062 Penalty: 3084.425781 Iteration 1F: 3 clusters Score -76698.79 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -76739.109375 Penalty: 3084.425781 Iteration 2Q: 3 clusters Score -76739.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -76747.656250 Penalty: 3084.425781 Iteration 3Q: 3 clusters Score -76747.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -76749.335938 Penalty: 3084.425781 Iteration 4Q: 3 clusters Score -76749.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -76750.437500 Penalty: 3084.425781 Iteration 5Q: 3 clusters Score -76750.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -76751.742188 Penalty: 3084.425781 Iteration 6Q: 3 clusters Score -76751.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -76751.742188 Penalty: 3084.425781 Iteration 7F: 3 clusters Score -76751.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Entering Unmasked Estep Score: -24592.851562 Penalty: 1315.219604 Iteration 0F: 2 clusters Score -24592.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -23587.382812 Penalty: 2630.439209 Iteration 0F: 3 clusters Score -23587.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -23719.433594 Penalty: 2630.439209 Iteration 1F: 3 clusters Score -23719.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -23746.201172 Penalty: 2630.439209 Iteration 2Q: 3 clusters Score -23746.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -23749.091797 Penalty: 2630.439209 Iteration 3Q: 3 clusters Score -23749.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -23761.677734 Penalty: 2630.439209 Iteration 4Q: 3 clusters Score -23761.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -23767.787109 Penalty: 2630.439209 Iteration 5Q: 3 clusters Score -23767.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -23779.042969 Penalty: 2630.439209 Iteration 6Q: 3 clusters Score -23779.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -23784.753906 Penalty: 2630.439209 Iteration 7Q: 3 clusters Score -23784.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -23794.285156 Penalty: 2630.439209 Iteration 8Q: 3 clusters Score -23794.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -23794.285156 Penalty: 2630.439209 Iteration 9F: 3 clusters Score -23794.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Entering Unmasked Estep Score: -1157343.500000 Penalty: 2178.889648 Iteration 0F: 2 clusters Score -1157344 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1151854.125000 Penalty: 4357.779297 Iteration 0F: 3 clusters Score -1151854 nChanged 2565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -1153241.500000 Penalty: 4357.779297 Iteration 1F: 3 clusters Score -1153242 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -1153485.250000 Penalty: 4357.779297 Iteration 2F: 3 clusters Score -1153485 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -1153707.875000 Penalty: 4357.779297 Iteration 3F: 3 clusters Score -1153708 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -1153907.625000 Penalty: 4357.779297 Iteration 4Q: 3 clusters Score -1153908 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -1154090.000000 Penalty: 4357.779297 Iteration 5Q: 3 clusters Score -1154090 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -1154265.500000 Penalty: 4357.779297 Iteration 6Q: 3 clusters Score -1154266 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -1154454.000000 Penalty: 4357.779297 Iteration 7Q: 3 clusters Score -1154454 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -1154647.000000 Penalty: 4357.779297 Iteration 8Q: 3 clusters Score -1154647 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -1154831.625000 Penalty: 4357.779297 Iteration 9Q: 3 clusters Score -1154832 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -1155013.250000 Penalty: 4357.779297 Iteration 10Q: 3 clusters Score -1155013 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -1155145.375000 Penalty: 4357.779297 Iteration 11Q: 3 clusters Score -1155145 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -1155251.625000 Penalty: 4357.779297 Iteration 12Q: 3 clusters Score -1155252 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1155341.000000 Penalty: 4357.779297 Iteration 13Q: 3 clusters Score -1155341 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1155415.125000 Penalty: 4357.779297 Iteration 14Q: 3 clusters Score -1155415 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1155464.500000 Penalty: 4357.779297 Iteration 15Q: 3 clusters Score -1155464 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1155510.375000 Penalty: 4357.779297 Iteration 16Q: 3 clusters Score -1155510 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -1155541.500000 Penalty: 4357.779297 Iteration 17Q: 3 clusters Score -1155542 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1155567.500000 Penalty: 4357.779297 Iteration 18Q: 3 clusters Score -1155568 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1155586.625000 Penalty: 4357.779297 Iteration 19Q: 3 clusters Score -1155587 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -1155607.750000 Penalty: 4357.779297 Iteration 20F: 3 clusters Score -1155608 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1155622.500000 Penalty: 4357.779297 Iteration 21Q: 3 clusters Score -1155622 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1155642.375000 Penalty: 4357.779297 Iteration 22Q: 3 clusters Score -1155642 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -1155653.000000 Penalty: 4357.779297 Iteration 23Q: 3 clusters Score -1155653 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -1155667.875000 Penalty: 4357.779297 Iteration 24Q: 3 clusters Score -1155668 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1155678.375000 Penalty: 4357.779297 Iteration 25Q: 3 clusters Score -1155678 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1155682.500000 Penalty: 4357.779297 Iteration 26Q: 3 clusters Score -1155682 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1155689.875000 Penalty: 4357.779297 Iteration 27Q: 3 clusters Score -1155690 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -1155693.875000 Penalty: 4357.779297 Iteration 28Q: 3 clusters Score -1155694 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -1155699.125000 Penalty: 4357.779297 Iteration 29Q: 3 clusters Score -1155699 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -1155704.125000 Penalty: 4357.779297 Iteration 30Q: 3 clusters Score -1155704 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1155706.000000 Penalty: 4357.779297 Iteration 31Q: 3 clusters Score -1155706 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1155711.750000 Penalty: 4357.779297 Iteration 32Q: 3 clusters Score -1155712 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1155715.500000 Penalty: 4357.779297 Iteration 33Q: 3 clusters Score -1155716 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1155722.125000 Penalty: 4357.779297 Iteration 34Q: 3 clusters Score -1155722 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -1155724.750000 Penalty: 4357.779297 Iteration 35Q: 3 clusters Score -1155725 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1155726.875000 Penalty: 4357.779297 Iteration 36Q: 3 clusters Score -1155727 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1155727.125000 Penalty: 4357.779297 Iteration 37Q: 3 clusters Score -1155727 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -1155731.625000 Penalty: 4357.779297 Iteration 38Q: 3 clusters Score -1155732 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1155737.000000 Penalty: 4357.779297 Iteration 39Q: 3 clusters Score -1155737 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1155738.125000 Penalty: 4357.779297 Iteration 40F: 3 clusters Score -1155738 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -1155741.000000 Penalty: 4357.779297 Iteration 41Q: 3 clusters Score -1155741 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -1155745.500000 Penalty: 4357.779297 Iteration 42Q: 3 clusters Score -1155746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1155747.250000 Penalty: 4357.779297 Iteration 43Q: 3 clusters Score -1155747 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1155751.250000 Penalty: 4357.779297 Iteration 44Q: 3 clusters Score -1155751 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1155754.875000 Penalty: 4357.779297 Iteration 45Q: 3 clusters Score -1155755 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -1155754.500000 Penalty: 4357.779297 Iteration 46Q: 3 clusters Score -1155754 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1155757.875000 Penalty: 4357.779297 Iteration 47Q: 3 clusters Score -1155758 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5665 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1155761.125000 Penalty: 4357.779297 Iteration 48Q: 3 clusters Score -1155761 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -1155762.125000 Penalty: 4357.779297 Iteration 49Q: 3 clusters Score -1155762 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1155762.500000 Penalty: 4357.779297 Iteration 50Q: 3 clusters Score -1155762 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -1155764.875000 Penalty: 4357.779297 Iteration 51Q: 3 clusters Score -1155765 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1155767.500000 Penalty: 4357.779297 Iteration 52Q: 3 clusters Score -1155768 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1155767.500000 Penalty: 4357.779297 Iteration 53F: 3 clusters Score -1155768 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (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: -197048.109375 Penalty: 1772.984619 Iteration 0F: 2 clusters Score -197048.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -194944.515625 Penalty: 3545.969238 Iteration 0F: 3 clusters Score -194944.5 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -195418.734375 Penalty: 3545.969238 Iteration 1F: 3 clusters Score -195418.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -195733.250000 Penalty: 3545.969238 Iteration 2F: 3 clusters Score -195733.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -196029.953125 Penalty: 3545.969238 Iteration 3F: 3 clusters Score -196030 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -196334.875000 Penalty: 3545.969238 Iteration 4F: 3 clusters Score -196334.9 nChanged 88 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: -196600.687500 Penalty: 3545.969238 Iteration 5F: 3 clusters Score -196600.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -196801.328125 Penalty: 3545.969238 Iteration 6F: 3 clusters Score -196801.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -196963.781250 Penalty: 3545.969238 Iteration 7Q: 3 clusters Score -196963.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -197059.375000 Penalty: 3545.969238 Iteration 8Q: 3 clusters Score -197059.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -197141.625000 Penalty: 3545.969238 Iteration 9Q: 3 clusters Score -197141.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -197183.609375 Penalty: 3545.969238 Iteration 10Q: 3 clusters Score -197183.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -197213.734375 Penalty: 3545.969238 Iteration 11Q: 3 clusters Score -197213.7 nChanged 6 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: -197234.843750 Penalty: 3545.969238 Iteration 12Q: 3 clusters Score -197234.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -197263.921875 Penalty: 3545.969238 Iteration 13Q: 3 clusters Score -197263.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -197280.156250 Penalty: 3545.969238 Iteration 14Q: 3 clusters Score -197280.2 nChanged 2 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: -197285.890625 Penalty: 3545.969238 Iteration 15Q: 3 clusters Score -197285.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -197286.625000 Penalty: 3545.969238 Iteration 16Q: 3 clusters Score -197286.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -197286.625000 Penalty: 3545.969238 Iteration 17F: 3 clusters Score -197286.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14330 members Mstep: Class 4 contains 5914 members Mstep: Class 5 contains 8785 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6541 members Mstep: Class 10 contains 991 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1596 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3170 members Mstep: Class 19 contains 5997 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2167 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6175 members Mstep: Class 33 contains 7766 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Mstep: Class 38 contains 282 members Entering Unmasked Estep Score: -15657228.000000 Penalty: 107856.976562 Splitting cluster 10 changes total score from -15658054.000000 to -15657228.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -46737.449219 Penalty: 1394.756348 Iteration 0F: 2 clusters Score -46737.45 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 139 members Entering Unmasked Estep Score: -45653.183594 Penalty: 2789.512695 Iteration 0F: 3 clusters Score -45653.18 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -45888.085938 Penalty: 2789.512695 Iteration 1F: 3 clusters Score -45888.09 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -46025.234375 Penalty: 2789.512695 Iteration 2F: 3 clusters Score -46025.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -46160.109375 Penalty: 2789.512695 Iteration 3Q: 3 clusters Score -46160.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -46214.324219 Penalty: 2789.512695 Iteration 4Q: 3 clusters Score -46214.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -46229.863281 Penalty: 2789.512695 Iteration 5Q: 3 clusters Score -46229.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -46234.289062 Penalty: 2789.512695 Iteration 6Q: 3 clusters Score -46234.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -46234.289062 Penalty: 2789.512695 Iteration 7F: 3 clusters Score -46234.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Entering Unmasked Estep Score: -265906.281250 Penalty: 1829.063354 Iteration 0F: 2 clusters Score -265906.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -263576.437500 Penalty: 3658.126709 Iteration 0F: 3 clusters Score -263576.4 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -263988.687500 Penalty: 3658.126709 Iteration 1F: 3 clusters Score -263988.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -264140.843750 Penalty: 3658.126709 Iteration 2F: 3 clusters Score -264140.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -264233.781250 Penalty: 3658.126709 Iteration 3Q: 3 clusters Score -264233.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -264276.406250 Penalty: 3658.126709 Iteration 4Q: 3 clusters Score -264276.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -264306.906250 Penalty: 3658.126709 Iteration 5Q: 3 clusters Score -264306.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -264328.093750 Penalty: 3658.126709 Iteration 6Q: 3 clusters Score -264328.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -264342.000000 Penalty: 3658.126709 Iteration 7Q: 3 clusters Score -264342 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -264369.718750 Penalty: 3658.126709 Iteration 8Q: 3 clusters Score -264369.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -264430.656250 Penalty: 3658.126709 Iteration 9Q: 3 clusters Score -264430.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -264536.718750 Penalty: 3658.126709 Iteration 10Q: 3 clusters Score -264536.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -264677.968750 Penalty: 3658.126709 Iteration 11Q: 3 clusters Score -264678 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -264817.500000 Penalty: 3658.126709 Iteration 12Q: 3 clusters Score -264817.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -264927.843750 Penalty: 3658.126709 Iteration 13Q: 3 clusters Score -264927.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -265004.218750 Penalty: 3658.126709 Iteration 14Q: 3 clusters Score -265004.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -265066.406250 Penalty: 3658.126709 Iteration 15Q: 3 clusters Score -265066.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -265104.468750 Penalty: 3658.126709 Iteration 16Q: 3 clusters Score -265104.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -265131.531250 Penalty: 3658.126709 Iteration 17Q: 3 clusters Score -265131.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -265148.843750 Penalty: 3658.126709 Iteration 18Q: 3 clusters Score -265148.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -265154.656250 Penalty: 3658.126709 Iteration 19Q: 3 clusters Score -265154.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -265157.656250 Penalty: 3658.126709 Iteration 20F: 3 clusters Score -265157.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -265163.437500 Penalty: 3658.126709 Iteration 21Q: 3 clusters Score -265163.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -265175.187500 Penalty: 3658.126709 Iteration 22Q: 3 clusters Score -265175.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -265181.593750 Penalty: 3658.126709 Iteration 23Q: 3 clusters Score -265181.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -265185.468750 Penalty: 3658.126709 Iteration 24Q: 3 clusters Score -265185.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -265191.156250 Penalty: 3658.126709 Iteration 25Q: 3 clusters Score -265191.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -265198.125000 Penalty: 3658.126709 Iteration 26Q: 3 clusters Score -265198.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -265203.843750 Penalty: 3658.126709 Iteration 27Q: 3 clusters Score -265203.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -265215.937500 Penalty: 3658.126709 Iteration 28Q: 3 clusters Score -265215.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -265223.156250 Penalty: 3658.126709 Iteration 29Q: 3 clusters Score -265223.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -265228.281250 Penalty: 3658.126709 Iteration 30Q: 3 clusters Score -265228.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -265231.343750 Penalty: 3658.126709 Iteration 31Q: 3 clusters Score -265231.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -265233.437500 Penalty: 3658.126709 Iteration 32Q: 3 clusters Score -265233.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -265237.000000 Penalty: 3658.126709 Iteration 33Q: 3 clusters Score -265237 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -265240.875000 Penalty: 3658.126709 Iteration 34Q: 3 clusters Score -265240.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -265242.937500 Penalty: 3658.126709 Iteration 35Q: 3 clusters Score -265242.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -265244.281250 Penalty: 3658.126709 Iteration 36Q: 3 clusters Score -265244.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -265245.125000 Penalty: 3658.126709 Iteration 37Q: 3 clusters Score -265245.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -265246.281250 Penalty: 3658.126709 Iteration 38Q: 3 clusters Score -265246.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -265246.281250 Penalty: 3658.126709 Iteration 39F: 3 clusters Score -265246.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (629 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Entering Unmasked Estep Score: -105036.304688 Penalty: 1598.144531 Iteration 0F: 2 clusters Score -105036.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -103542.289062 Penalty: 3196.289062 Iteration 0F: 3 clusters Score -103542.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -104116.765625 Penalty: 3196.289062 Iteration 1F: 3 clusters Score -104116.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -104490.093750 Penalty: 3196.289062 Iteration 2F: 3 clusters Score -104490.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -104748.750000 Penalty: 3196.289062 Iteration 3F: 3 clusters Score -104748.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -104880.617188 Penalty: 3196.289062 Iteration 4Q: 3 clusters Score -104880.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -104984.968750 Penalty: 3196.289062 Iteration 5Q: 3 clusters Score -104985 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -105021.070312 Penalty: 3196.289062 Iteration 6Q: 3 clusters Score -105021.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -105047.726562 Penalty: 3196.289062 Iteration 7Q: 3 clusters Score -105047.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -105056.718750 Penalty: 3196.289062 Iteration 8Q: 3 clusters Score -105056.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -105058.882812 Penalty: 3196.289062 Iteration 9Q: 3 clusters Score -105058.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -105075.242188 Penalty: 3196.289062 Iteration 10Q: 3 clusters Score -105075.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -105088.906250 Penalty: 3196.289062 Iteration 11Q: 3 clusters Score -105088.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -105090.562500 Penalty: 3196.289062 Iteration 12Q: 3 clusters Score -105090.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -105090.562500 Penalty: 3196.289062 Iteration 13F: 3 clusters Score -105090.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14330 members Mstep: Class 4 contains 5914 members Mstep: Class 5 contains 8785 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6541 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1596 members Mstep: Class 13 contains 353 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3170 members Mstep: Class 19 contains 5997 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2167 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6175 members Mstep: Class 33 contains 7766 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 789 members Mstep: Class 37 contains 246 members Mstep: Class 38 contains 276 members Entering Unmasked Estep Score: -15656873.000000 Penalty: 107856.976562 Splitting cluster 13 changes total score from -15658054.000000 to -15656873.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Entering Unmasked Estep Score: -113372.796875 Penalty: 1624.313354 Iteration 0F: 2 clusters Score -113372.8 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 353 members Entering Unmasked Estep Score: -111693.375000 Penalty: 3248.626709 Iteration 0F: 3 clusters Score -111693.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -111934.812500 Penalty: 3248.626709 Iteration 1F: 3 clusters Score -111934.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -112040.015625 Penalty: 3248.626709 Iteration 2F: 3 clusters Score -112040 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -112175.546875 Penalty: 3248.626709 Iteration 3F: 3 clusters Score -112175.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -112331.664062 Penalty: 3248.626709 Iteration 4F: 3 clusters Score -112331.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -112495.828125 Penalty: 3248.626709 Iteration 5F: 3 clusters Score -112495.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -112713.007812 Penalty: 3248.626709 Iteration 6F: 3 clusters Score -112713 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -112846.375000 Penalty: 3248.626709 Iteration 7Q: 3 clusters Score -112846.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -112911.734375 Penalty: 3248.626709 Iteration 8Q: 3 clusters Score -112911.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -112941.507812 Penalty: 3248.626709 Iteration 9Q: 3 clusters Score -112941.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -112959.210938 Penalty: 3248.626709 Iteration 10Q: 3 clusters Score -112959.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -112967.804688 Penalty: 3248.626709 Iteration 11Q: 3 clusters Score -112967.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -112971.164062 Penalty: 3248.626709 Iteration 12Q: 3 clusters Score -112971.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -112977.132812 Penalty: 3248.626709 Iteration 13Q: 3 clusters Score -112977.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -112981.742188 Penalty: 3248.626709 Iteration 14Q: 3 clusters Score -112981.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -112981.742188 Penalty: 3248.626709 Iteration 15F: 3 clusters Score -112981.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Entering Unmasked Estep Score: -785549.687500 Penalty: 2091.369385 Iteration 0F: 2 clusters Score -785549.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -781302.687500 Penalty: 4182.738770 Iteration 0F: 3 clusters Score -781302.7 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -782307.187500 Penalty: 4182.738770 Iteration 1F: 3 clusters Score -782307.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -782592.375000 Penalty: 4182.738770 Iteration 2F: 3 clusters Score -782592.4 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -782870.312500 Penalty: 4182.738770 Iteration 3F: 3 clusters Score -782870.3 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -783160.812500 Penalty: 4182.738770 Iteration 4F: 3 clusters Score -783160.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -783416.062500 Penalty: 4182.738770 Iteration 5F: 3 clusters Score -783416.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -783633.000000 Penalty: 4182.738770 Iteration 6Q: 3 clusters Score -783633 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -783803.375000 Penalty: 4182.738770 Iteration 7Q: 3 clusters Score -783803.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -783928.937500 Penalty: 4182.738770 Iteration 8Q: 3 clusters Score -783928.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -784032.562500 Penalty: 4182.738770 Iteration 9Q: 3 clusters Score -784032.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -784100.937500 Penalty: 4182.738770 Iteration 10Q: 3 clusters Score -784100.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -784153.312500 Penalty: 4182.738770 Iteration 11Q: 3 clusters Score -784153.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -784188.437500 Penalty: 4182.738770 Iteration 12Q: 3 clusters Score -784188.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -784212.562500 Penalty: 4182.738770 Iteration 13Q: 3 clusters Score -784212.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -784227.875000 Penalty: 4182.738770 Iteration 14Q: 3 clusters Score -784227.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -784242.875000 Penalty: 4182.738770 Iteration 15Q: 3 clusters Score -784242.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -784260.125000 Penalty: 4182.738770 Iteration 16Q: 3 clusters Score -784260.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -784273.812500 Penalty: 4182.738770 Iteration 17Q: 3 clusters Score -784273.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -784286.000000 Penalty: 4182.738770 Iteration 18Q: 3 clusters Score -784286 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -784295.250000 Penalty: 4182.738770 Iteration 19Q: 3 clusters Score -784295.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -784305.750000 Penalty: 4182.738770 Iteration 20F: 3 clusters Score -784305.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -784314.000000 Penalty: 4182.738770 Iteration 21Q: 3 clusters Score -784314 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -784323.062500 Penalty: 4182.738770 Iteration 22Q: 3 clusters Score -784323.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -784325.937500 Penalty: 4182.738770 Iteration 23Q: 3 clusters Score -784325.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -784332.062500 Penalty: 4182.738770 Iteration 24Q: 3 clusters Score -784332.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -784334.937500 Penalty: 4182.738770 Iteration 25Q: 3 clusters Score -784334.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -784336.000000 Penalty: 4182.738770 Iteration 26Q: 3 clusters Score -784336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -784336.812500 Penalty: 4182.738770 Iteration 27Q: 3 clusters Score -784336.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -784337.625000 Penalty: 4182.738770 Iteration 28Q: 3 clusters Score -784337.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -784338.375000 Penalty: 4182.738770 Iteration 29Q: 3 clusters Score -784338.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -784341.500000 Penalty: 4182.738770 Iteration 30Q: 3 clusters Score -784341.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -784346.062500 Penalty: 4182.738770 Iteration 31Q: 3 clusters Score -784346.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -784348.937500 Penalty: 4182.738770 Iteration 32Q: 3 clusters Score -784348.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -784352.062500 Penalty: 4182.738770 Iteration 33Q: 3 clusters Score -784352.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -784355.062500 Penalty: 4182.738770 Iteration 34Q: 3 clusters Score -784355.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -784357.812500 Penalty: 4182.738770 Iteration 35Q: 3 clusters Score -784357.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -784359.000000 Penalty: 4182.738770 Iteration 36Q: 3 clusters Score -784359 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -784359.625000 Penalty: 4182.738770 Iteration 37Q: 3 clusters Score -784359.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -784358.687500 Penalty: 4182.738770 Iteration 38Q: 3 clusters Score -784358.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -784360.625000 Penalty: 4182.738770 Iteration 39Q: 3 clusters Score -784360.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -784360.250000 Penalty: 4182.738770 Iteration 40F: 3 clusters Score -784360.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -784362.687500 Penalty: 4182.738770 Iteration 41Q: 3 clusters Score -784362.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -784363.062500 Penalty: 4182.738770 Iteration 42Q: 3 clusters Score -784363.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -784362.875000 Penalty: 4182.738770 Iteration 43Q: 3 clusters Score -784362.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -784363.187500 Penalty: 4182.738770 Iteration 44Q: 3 clusters Score -784363.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -784362.937500 Penalty: 4182.738770 Iteration 45Q: 3 clusters Score -784362.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -784363.000000 Penalty: 4182.738770 Iteration 46Q: 3 clusters Score -784363 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -784363.000000 Penalty: 4182.738770 Iteration 47F: 3 clusters Score -784363 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Entering Unmasked Estep Score: -379235.531250 Penalty: 1915.662842 Iteration 0F: 2 clusters Score -379235.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -376464.593750 Penalty: 3831.325684 Iteration 0F: 3 clusters Score -376464.6 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -377117.718750 Penalty: 3831.325684 Iteration 1F: 3 clusters Score -377117.7 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -377436.156250 Penalty: 3831.325684 Iteration 2F: 3 clusters Score -377436.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -377715.500000 Penalty: 3831.325684 Iteration 3F: 3 clusters Score -377715.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -377959.187500 Penalty: 3831.325684 Iteration 4F: 3 clusters Score -377959.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -378111.937500 Penalty: 3831.325684 Iteration 5F: 3 clusters Score -378111.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -378223.406250 Penalty: 3831.325684 Iteration 6Q: 3 clusters Score -378223.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -378310.750000 Penalty: 3831.325684 Iteration 7Q: 3 clusters Score -378310.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -378370.937500 Penalty: 3831.325684 Iteration 8Q: 3 clusters Score -378370.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -378425.937500 Penalty: 3831.325684 Iteration 9Q: 3 clusters Score -378425.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -378467.125000 Penalty: 3831.325684 Iteration 10Q: 3 clusters Score -378467.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -378492.750000 Penalty: 3831.325684 Iteration 11Q: 3 clusters Score -378492.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -378510.562500 Penalty: 3831.325684 Iteration 12Q: 3 clusters Score -378510.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -378518.406250 Penalty: 3831.325684 Iteration 13Q: 3 clusters Score -378518.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -378520.937500 Penalty: 3831.325684 Iteration 14Q: 3 clusters Score -378520.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -378522.250000 Penalty: 3831.325684 Iteration 15Q: 3 clusters Score -378522.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -378525.000000 Penalty: 3831.325684 Iteration 16Q: 3 clusters Score -378525 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -378526.312500 Penalty: 3831.325684 Iteration 17Q: 3 clusters Score -378526.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -378527.000000 Penalty: 3831.325684 Iteration 18Q: 3 clusters Score -378527 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -378527.093750 Penalty: 3831.325684 Iteration 19Q: 3 clusters Score -378527.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -378527.812500 Penalty: 3831.325684 Iteration 20F: 3 clusters Score -378527.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -378529.718750 Penalty: 3831.325684 Iteration 21Q: 3 clusters Score -378529.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -378529.312500 Penalty: 3831.325684 Iteration 22Q: 3 clusters Score -378529.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -378529.312500 Penalty: 3831.325684 Iteration 23F: 3 clusters Score -378529.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Entering Unmasked Estep Score: -21737.152344 Penalty: 1400.070801 Iteration 0F: 2 clusters Score -21737.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -20697.929688 Penalty: 2800.141602 Iteration 0F: 3 clusters Score -20697.93 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -20929.107422 Penalty: 2800.141602 Iteration 1F: 3 clusters Score -20929.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -20955.347656 Penalty: 2800.141602 Iteration 2Q: 3 clusters Score -20955.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -20966.798828 Penalty: 2800.141602 Iteration 3Q: 3 clusters Score -20966.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -21002.832031 Penalty: 2800.141602 Iteration 4Q: 3 clusters Score -21002.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -21024.820312 Penalty: 2800.141602 Iteration 5Q: 3 clusters Score -21024.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -21033.056641 Penalty: 2800.141602 Iteration 6Q: 3 clusters Score -21033.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -21041.162109 Penalty: 2800.141602 Iteration 7Q: 3 clusters Score -21041.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -21045.949219 Penalty: 2800.141602 Iteration 8Q: 3 clusters Score -21045.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -21047.720703 Penalty: 2800.141602 Iteration 9Q: 3 clusters Score -21047.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -21047.720703 Penalty: 2800.141602 Iteration 10F: 3 clusters Score -21047.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Entering Unmasked Estep Score: -515120.250000 Penalty: 1999.248779 Iteration 0F: 2 clusters Score -515120.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -511851.843750 Penalty: 3998.497559 Iteration 0F: 3 clusters Score -511851.8 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -513067.687500 Penalty: 3998.497559 Iteration 1F: 3 clusters Score -513067.7 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -513457.375000 Penalty: 3998.497559 Iteration 2F: 3 clusters Score -513457.4 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -513750.468750 Penalty: 3998.497559 Iteration 3F: 3 clusters Score -513750.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -514025.937500 Penalty: 3998.497559 Iteration 4F: 3 clusters Score -514025.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -514252.562500 Penalty: 3998.497559 Iteration 5Q: 3 clusters Score -514252.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -514390.250000 Penalty: 3998.497559 Iteration 6Q: 3 clusters Score -514390.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -514482.437500 Penalty: 3998.497559 Iteration 7Q: 3 clusters Score -514482.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -514532.000000 Penalty: 3998.497559 Iteration 8Q: 3 clusters Score -514532 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -514567.750000 Penalty: 3998.497559 Iteration 9Q: 3 clusters Score -514567.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -514602.406250 Penalty: 3998.497559 Iteration 10Q: 3 clusters Score -514602.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -514624.343750 Penalty: 3998.497559 Iteration 11Q: 3 clusters Score -514624.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -514641.000000 Penalty: 3998.497559 Iteration 12Q: 3 clusters Score -514641 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -514646.968750 Penalty: 3998.497559 Iteration 13Q: 3 clusters Score -514647 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -514654.281250 Penalty: 3998.497559 Iteration 14Q: 3 clusters Score -514654.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -514659.687500 Penalty: 3998.497559 Iteration 15Q: 3 clusters Score -514659.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -514665.500000 Penalty: 3998.497559 Iteration 16Q: 3 clusters Score -514665.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -514670.406250 Penalty: 3998.497559 Iteration 17Q: 3 clusters Score -514670.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -514672.062500 Penalty: 3998.497559 Iteration 18Q: 3 clusters Score -514672.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -514673.000000 Penalty: 3998.497559 Iteration 19Q: 3 clusters Score -514673 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -514676.281250 Penalty: 3998.497559 Iteration 20F: 3 clusters Score -514676.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -514676.750000 Penalty: 3998.497559 Iteration 21Q: 3 clusters Score -514676.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -514681.187500 Penalty: 3998.497559 Iteration 22Q: 3 clusters Score -514681.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -514681.468750 Penalty: 3998.497559 Iteration 23Q: 3 clusters Score -514681.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -514683.093750 Penalty: 3998.497559 Iteration 24Q: 3 clusters Score -514683.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -514683.125000 Penalty: 3998.497559 Iteration 25Q: 3 clusters Score -514683.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -514683.281250 Penalty: 3998.497559 Iteration 26Q: 3 clusters Score -514683.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -514686.312500 Penalty: 3998.497559 Iteration 27Q: 3 clusters Score -514686.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -514687.250000 Penalty: 3998.497559 Iteration 28Q: 3 clusters Score -514687.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -514688.718750 Penalty: 3998.497559 Iteration 29Q: 3 clusters Score -514688.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -514692.593750 Penalty: 3998.497559 Iteration 30Q: 3 clusters Score -514692.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -514694.843750 Penalty: 3998.497559 Iteration 31Q: 3 clusters Score -514694.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -514697.218750 Penalty: 3998.497559 Iteration 32Q: 3 clusters Score -514697.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -514701.875000 Penalty: 3998.497559 Iteration 33Q: 3 clusters Score -514701.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -514703.593750 Penalty: 3998.497559 Iteration 34Q: 3 clusters Score -514703.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -514705.250000 Penalty: 3998.497559 Iteration 35Q: 3 clusters Score -514705.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -514706.906250 Penalty: 3998.497559 Iteration 36Q: 3 clusters Score -514706.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -514717.281250 Penalty: 3998.497559 Iteration 37Q: 3 clusters Score -514717.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -514729.875000 Penalty: 3998.497559 Iteration 38Q: 3 clusters Score -514729.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -514744.843750 Penalty: 3998.497559 Iteration 39Q: 3 clusters Score -514744.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -514764.906250 Penalty: 3998.497559 Iteration 40F: 3 clusters Score -514764.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -514789.656250 Penalty: 3998.497559 Iteration 41Q: 3 clusters Score -514789.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -514798.468750 Penalty: 3998.497559 Iteration 42Q: 3 clusters Score -514798.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -514803.718750 Penalty: 3998.497559 Iteration 43Q: 3 clusters Score -514803.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -514807.812500 Penalty: 3998.497559 Iteration 44Q: 3 clusters Score -514807.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -514812.656250 Penalty: 3998.497559 Iteration 45Q: 3 clusters Score -514812.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -514816.531250 Penalty: 3998.497559 Iteration 46Q: 3 clusters Score -514816.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -514821.406250 Penalty: 3998.497559 Iteration 47Q: 3 clusters Score -514821.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -514826.687500 Penalty: 3998.497559 Iteration 48Q: 3 clusters Score -514826.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -514833.875000 Penalty: 3998.497559 Iteration 49Q: 3 clusters Score -514833.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -514835.781250 Penalty: 3998.497559 Iteration 50Q: 3 clusters Score -514835.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -514837.218750 Penalty: 3998.497559 Iteration 51Q: 3 clusters Score -514837.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -514840.218750 Penalty: 3998.497559 Iteration 52Q: 3 clusters Score -514840.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -514840.156250 Penalty: 3998.497559 Iteration 53Q: 3 clusters Score -514840.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -514840.156250 Penalty: 3998.497559 Iteration 54F: 3 clusters Score -514840.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Entering Unmasked Estep Score: -1025954.312500 Penalty: 2157.355713 Iteration 0F: 2 clusters Score -1025954 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -1020726.250000 Penalty: 4314.711426 Iteration 0F: 3 clusters Score -1020726 nChanged 2380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -1022094.000000 Penalty: 4314.711426 Iteration 1F: 3 clusters Score -1022094 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -1022412.687500 Penalty: 4314.711426 Iteration 2F: 3 clusters Score -1022413 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -1022683.625000 Penalty: 4314.711426 Iteration 3F: 3 clusters Score -1022684 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1022931.937500 Penalty: 4314.711426 Iteration 4F: 3 clusters Score -1022932 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -1023182.000000 Penalty: 4314.711426 Iteration 5Q: 3 clusters Score -1023182 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1023432.750000 Penalty: 4314.711426 Iteration 6Q: 3 clusters Score -1023433 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -1023646.812500 Penalty: 4314.711426 Iteration 7Q: 3 clusters Score -1023647 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -1023836.375000 Penalty: 4314.711426 Iteration 8Q: 3 clusters Score -1023836 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1024021.125000 Penalty: 4314.711426 Iteration 9Q: 3 clusters Score -1024021 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -1024200.250000 Penalty: 4314.711426 Iteration 10Q: 3 clusters Score -1024200 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1024375.250000 Penalty: 4314.711426 Iteration 11Q: 3 clusters Score -1024375 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1024508.187500 Penalty: 4314.711426 Iteration 12Q: 3 clusters Score -1024508 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -1024621.375000 Penalty: 4314.711426 Iteration 13Q: 3 clusters Score -1024621 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -1024742.625000 Penalty: 4314.711426 Iteration 14Q: 3 clusters Score -1024743 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1024830.500000 Penalty: 4314.711426 Iteration 15Q: 3 clusters Score -1024830 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -1024902.250000 Penalty: 4314.711426 Iteration 16Q: 3 clusters Score -1024902 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1024966.750000 Penalty: 4314.711426 Iteration 17Q: 3 clusters Score -1024967 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -1025025.750000 Penalty: 4314.711426 Iteration 18Q: 3 clusters Score -1025026 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -1025087.125000 Penalty: 4314.711426 Iteration 19Q: 3 clusters Score -1025087 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1025151.000000 Penalty: 4314.711426 Iteration 20F: 3 clusters Score -1025151 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -1025214.125000 Penalty: 4314.711426 Iteration 21Q: 3 clusters Score -1025214 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -1025271.375000 Penalty: 4314.711426 Iteration 22Q: 3 clusters Score -1025271 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -1025314.812500 Penalty: 4314.711426 Iteration 23Q: 3 clusters Score -1025315 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -1025335.312500 Penalty: 4314.711426 Iteration 24Q: 3 clusters Score -1025335 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1025351.812500 Penalty: 4314.711426 Iteration 25Q: 3 clusters Score -1025352 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -1025364.937500 Penalty: 4314.711426 Iteration 26Q: 3 clusters Score -1025365 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -1025373.562500 Penalty: 4314.711426 Iteration 27Q: 3 clusters Score -1025374 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -1025381.812500 Penalty: 4314.711426 Iteration 28Q: 3 clusters Score -1025382 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -1025385.500000 Penalty: 4314.711426 Iteration 29Q: 3 clusters Score -1025386 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -1025388.312500 Penalty: 4314.711426 Iteration 30Q: 3 clusters Score -1025388 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -1025392.500000 Penalty: 4314.711426 Iteration 31Q: 3 clusters Score -1025392 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -1025399.875000 Penalty: 4314.711426 Iteration 32Q: 3 clusters Score -1025400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -1025400.562500 Penalty: 4314.711426 Iteration 33Q: 3 clusters Score -1025401 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -1025404.937500 Penalty: 4314.711426 Iteration 34Q: 3 clusters Score -1025405 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -1025406.875000 Penalty: 4314.711426 Iteration 35Q: 3 clusters Score -1025407 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -1025408.875000 Penalty: 4314.711426 Iteration 36Q: 3 clusters Score -1025409 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -1025414.375000 Penalty: 4314.711426 Iteration 37Q: 3 clusters Score -1025414 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -1025418.750000 Penalty: 4314.711426 Iteration 38Q: 3 clusters Score -1025419 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -1025421.812500 Penalty: 4314.711426 Iteration 39Q: 3 clusters Score -1025422 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1025423.750000 Penalty: 4314.711426 Iteration 40F: 3 clusters Score -1025424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -1025423.875000 Penalty: 4314.711426 Iteration 41Q: 3 clusters Score -1025424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -1025424.312500 Penalty: 4314.711426 Iteration 42Q: 3 clusters Score -1025424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -1025424.312500 Penalty: 4314.711426 Iteration 43Q: 3 clusters Score -1025424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1025425.187500 Penalty: 4314.711426 Iteration 44Q: 3 clusters Score -1025425 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -1025425.937500 Penalty: 4314.711426 Iteration 45Q: 3 clusters Score -1025426 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1025429.187500 Penalty: 4314.711426 Iteration 46Q: 3 clusters Score -1025429 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1025428.625000 Penalty: 4314.711426 Iteration 47Q: 3 clusters Score -1025429 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1025428.625000 Penalty: 4314.711426 Iteration 48F: 3 clusters Score -1025429 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Entering Unmasked Estep Score: -18201.291016 Penalty: 1299.953247 Iteration 0F: 2 clusters Score -18201.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -17211.751953 Penalty: 2599.906494 Iteration 0F: 3 clusters Score -17211.75 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -17324.175781 Penalty: 2599.906494 Iteration 1F: 3 clusters Score -17324.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -17352.382812 Penalty: 2599.906494 Iteration 2Q: 3 clusters Score -17352.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -17358.779297 Penalty: 2599.906494 Iteration 3Q: 3 clusters Score -17358.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -17358.779297 Penalty: 2599.906494 Iteration 4F: 3 clusters Score -17358.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (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: -40974.843750 Penalty: 1420.258179 Iteration 0F: 2 clusters Score -40974.84 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 149 members Entering Unmasked Estep Score: -39779.492188 Penalty: 2840.516357 Iteration 0F: 3 clusters Score -39779.49 nChanged 54 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: -39950.367188 Penalty: 2840.516357 Iteration 1F: 3 clusters Score -39950.37 nChanged 15 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: -40001.843750 Penalty: 2840.516357 Iteration 2Q: 3 clusters Score -40001.84 nChanged 4 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: -40016.152344 Penalty: 2840.516357 Iteration 3Q: 3 clusters Score -40016.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -40029.437500 Penalty: 2840.516357 Iteration 4Q: 3 clusters Score -40029.44 nChanged 1 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: -40036.695312 Penalty: 2840.516357 Iteration 5Q: 3 clusters Score -40036.7 nChanged 1 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: -40037.636719 Penalty: 2840.516357 Iteration 6Q: 3 clusters Score -40037.64 nChanged 0 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: -40037.636719 Penalty: 2840.516357 Iteration 7F: 3 clusters Score -40037.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Entering Unmasked Estep Score: -354121.156250 Penalty: 1887.982178 Iteration 0F: 2 clusters Score -354121.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -351470.906250 Penalty: 3775.964355 Iteration 0F: 3 clusters Score -351470.9 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -351950.468750 Penalty: 3775.964355 Iteration 1F: 3 clusters Score -351950.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -352190.250000 Penalty: 3775.964355 Iteration 2F: 3 clusters Score -352190.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -352334.750000 Penalty: 3775.964355 Iteration 3F: 3 clusters Score -352334.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -352459.312500 Penalty: 3775.964355 Iteration 4Q: 3 clusters Score -352459.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -352608.218750 Penalty: 3775.964355 Iteration 5Q: 3 clusters Score -352608.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -352839.218750 Penalty: 3775.964355 Iteration 6Q: 3 clusters Score -352839.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -353006.437500 Penalty: 3775.964355 Iteration 7Q: 3 clusters Score -353006.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -353134.156250 Penalty: 3775.964355 Iteration 8Q: 3 clusters Score -353134.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -353245.062500 Penalty: 3775.964355 Iteration 9Q: 3 clusters Score -353245.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -353355.406250 Penalty: 3775.964355 Iteration 10Q: 3 clusters Score -353355.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -353451.656250 Penalty: 3775.964355 Iteration 11Q: 3 clusters Score -353451.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -353526.906250 Penalty: 3775.964355 Iteration 12Q: 3 clusters Score -353526.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -353590.375000 Penalty: 3775.964355 Iteration 13Q: 3 clusters Score -353590.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -353643.343750 Penalty: 3775.964355 Iteration 14Q: 3 clusters Score -353643.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -353692.718750 Penalty: 3775.964355 Iteration 15Q: 3 clusters Score -353692.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -353737.437500 Penalty: 3775.964355 Iteration 16Q: 3 clusters Score -353737.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -353768.125000 Penalty: 3775.964355 Iteration 17Q: 3 clusters Score -353768.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -353808.812500 Penalty: 3775.964355 Iteration 18Q: 3 clusters Score -353808.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -353843.593750 Penalty: 3775.964355 Iteration 19Q: 3 clusters Score -353843.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -353859.156250 Penalty: 3775.964355 Iteration 20F: 3 clusters Score -353859.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -353872.937500 Penalty: 3775.964355 Iteration 21Q: 3 clusters Score -353872.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -353882.593750 Penalty: 3775.964355 Iteration 22Q: 3 clusters Score -353882.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -353889.218750 Penalty: 3775.964355 Iteration 23Q: 3 clusters Score -353889.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -353890.281250 Penalty: 3775.964355 Iteration 24Q: 3 clusters Score -353890.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -353890.843750 Penalty: 3775.964355 Iteration 25Q: 3 clusters Score -353890.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -353892.875000 Penalty: 3775.964355 Iteration 26Q: 3 clusters Score -353892.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -353894.343750 Penalty: 3775.964355 Iteration 27Q: 3 clusters Score -353894.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -353894.656250 Penalty: 3775.964355 Iteration 28Q: 3 clusters Score -353894.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -353894.656250 Penalty: 3775.964355 Iteration 29F: 3 clusters Score -353894.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Entering Unmasked Estep Score: -113858.984375 Penalty: 1645.389160 Iteration 0F: 2 clusters Score -113859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -112214.031250 Penalty: 3290.778320 Iteration 0F: 3 clusters Score -112214 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -112602.445312 Penalty: 3290.778320 Iteration 1F: 3 clusters Score -112602.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -112775.500000 Penalty: 3290.778320 Iteration 2F: 3 clusters Score -112775.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -112913.515625 Penalty: 3290.778320 Iteration 3Q: 3 clusters Score -112913.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -112995.156250 Penalty: 3290.778320 Iteration 4Q: 3 clusters Score -112995.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -113053.835938 Penalty: 3290.778320 Iteration 5Q: 3 clusters Score -113053.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -113108.445312 Penalty: 3290.778320 Iteration 6Q: 3 clusters Score -113108.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -113135.765625 Penalty: 3290.778320 Iteration 7Q: 3 clusters Score -113135.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -113146.640625 Penalty: 3290.778320 Iteration 8Q: 3 clusters Score -113146.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -113154.375000 Penalty: 3290.778320 Iteration 9Q: 3 clusters Score -113154.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -113156.265625 Penalty: 3290.778320 Iteration 10Q: 3 clusters Score -113156.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -113157.859375 Penalty: 3290.778320 Iteration 11Q: 3 clusters Score -113157.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -113159.257812 Penalty: 3290.778320 Iteration 12Q: 3 clusters Score -113159.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -113160.031250 Penalty: 3290.778320 Iteration 13Q: 3 clusters Score -113160 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -113162.804688 Penalty: 3290.778320 Iteration 14Q: 3 clusters Score -113162.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -113171.820312 Penalty: 3290.778320 Iteration 15Q: 3 clusters Score -113171.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -113193.484375 Penalty: 3290.778320 Iteration 16Q: 3 clusters Score -113193.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -113201.132812 Penalty: 3290.778320 Iteration 17Q: 3 clusters Score -113201.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -113204.992188 Penalty: 3290.778320 Iteration 18Q: 3 clusters Score -113205 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -113207.234375 Penalty: 3290.778320 Iteration 19Q: 3 clusters Score -113207.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -113207.921875 Penalty: 3290.778320 Iteration 20F: 3 clusters Score -113207.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -113215.453125 Penalty: 3290.778320 Iteration 21Q: 3 clusters Score -113215.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -113234.695312 Penalty: 3290.778320 Iteration 22Q: 3 clusters Score -113234.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -113250.859375 Penalty: 3290.778320 Iteration 23Q: 3 clusters Score -113250.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -113263.031250 Penalty: 3290.778320 Iteration 24Q: 3 clusters Score -113263 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -113269.351562 Penalty: 3290.778320 Iteration 25Q: 3 clusters Score -113269.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -113271.734375 Penalty: 3290.778320 Iteration 26Q: 3 clusters Score -113271.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -113273.210938 Penalty: 3290.778320 Iteration 27Q: 3 clusters Score -113273.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -113273.210938 Penalty: 3290.778320 Iteration 28F: 3 clusters Score -113273.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Entering Unmasked Estep Score: -65488.335938 Penalty: 1502.082520 Iteration 0F: 2 clusters Score -65488.34 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 200 members Entering Unmasked Estep Score: -64046.125000 Penalty: 3004.165039 Iteration 0F: 3 clusters Score -64046.12 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -64237.125000 Penalty: 3004.165039 Iteration 1F: 3 clusters Score -64237.12 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -64341.082031 Penalty: 3004.165039 Iteration 2F: 3 clusters Score -64341.08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -64396.929688 Penalty: 3004.165039 Iteration 3Q: 3 clusters Score -64396.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -64433.292969 Penalty: 3004.165039 Iteration 4Q: 3 clusters Score -64433.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -64448.351562 Penalty: 3004.165039 Iteration 5Q: 3 clusters Score -64448.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -64475.910156 Penalty: 3004.165039 Iteration 6Q: 3 clusters Score -64475.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -64531.871094 Penalty: 3004.165039 Iteration 7Q: 3 clusters Score -64531.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -64561.316406 Penalty: 3004.165039 Iteration 8Q: 3 clusters Score -64561.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -64590.617188 Penalty: 3004.165039 Iteration 9Q: 3 clusters Score -64590.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -64616.242188 Penalty: 3004.165039 Iteration 10Q: 3 clusters Score -64616.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -64630.246094 Penalty: 3004.165039 Iteration 11Q: 3 clusters Score -64630.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -64641.304688 Penalty: 3004.165039 Iteration 12Q: 3 clusters Score -64641.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -64654.542969 Penalty: 3004.165039 Iteration 13Q: 3 clusters Score -64654.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -64658.929688 Penalty: 3004.165039 Iteration 14Q: 3 clusters Score -64658.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -64658.929688 Penalty: 3004.165039 Iteration 15F: 3 clusters Score -64658.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Entering Unmasked Estep Score: -372240.656250 Penalty: 1904.912598 Iteration 0F: 2 clusters Score -372240.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -369587.937500 Penalty: 3809.825195 Iteration 0F: 3 clusters Score -369587.9 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -370533.906250 Penalty: 3809.825195 Iteration 1F: 3 clusters Score -370533.9 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -371025.531250 Penalty: 3809.825195 Iteration 2F: 3 clusters Score -371025.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -371308.406250 Penalty: 3809.825195 Iteration 3F: 3 clusters Score -371308.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -371487.250000 Penalty: 3809.825195 Iteration 4F: 3 clusters Score -371487.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -371597.281250 Penalty: 3809.825195 Iteration 5Q: 3 clusters Score -371597.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -371681.593750 Penalty: 3809.825195 Iteration 6Q: 3 clusters Score -371681.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -371738.906250 Penalty: 3809.825195 Iteration 7Q: 3 clusters Score -371738.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -371780.812500 Penalty: 3809.825195 Iteration 8Q: 3 clusters Score -371780.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -371814.281250 Penalty: 3809.825195 Iteration 9Q: 3 clusters Score -371814.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -371843.718750 Penalty: 3809.825195 Iteration 10Q: 3 clusters Score -371843.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -371865.968750 Penalty: 3809.825195 Iteration 11Q: 3 clusters Score -371866 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -371889.687500 Penalty: 3809.825195 Iteration 12Q: 3 clusters Score -371889.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -371913.500000 Penalty: 3809.825195 Iteration 13Q: 3 clusters Score -371913.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -371934.968750 Penalty: 3809.825195 Iteration 14Q: 3 clusters Score -371935 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -371958.937500 Penalty: 3809.825195 Iteration 15Q: 3 clusters Score -371958.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -371989.281250 Penalty: 3809.825195 Iteration 16Q: 3 clusters Score -371989.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -372021.593750 Penalty: 3809.825195 Iteration 17Q: 3 clusters Score -372021.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -372066.343750 Penalty: 3809.825195 Iteration 18Q: 3 clusters Score -372066.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -372103.375000 Penalty: 3809.825195 Iteration 19Q: 3 clusters Score -372103.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -372121.562500 Penalty: 3809.825195 Iteration 20F: 3 clusters Score -372121.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -372133.375000 Penalty: 3809.825195 Iteration 21Q: 3 clusters Score -372133.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -372141.312500 Penalty: 3809.825195 Iteration 22Q: 3 clusters Score -372141.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -372141.843750 Penalty: 3809.825195 Iteration 23Q: 3 clusters Score -372141.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -372143.093750 Penalty: 3809.825195 Iteration 24Q: 3 clusters Score -372143.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -372143.093750 Penalty: 3809.825195 Iteration 25F: 3 clusters Score -372143.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Entering Unmasked Estep Score: -38919.593750 Penalty: 1374.233398 Iteration 0F: 2 clusters Score -38919.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -37741.917969 Penalty: 2748.466797 Iteration 0F: 3 clusters Score -37741.92 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -37839.187500 Penalty: 2748.466797 Iteration 1F: 3 clusters Score -37839.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -37858.832031 Penalty: 2748.466797 Iteration 2Q: 3 clusters Score -37858.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -37858.832031 Penalty: 2748.466797 Iteration 3F: 3 clusters Score -37858.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Entering Unmasked Estep Score: -116231.843750 Penalty: 1646.364868 Iteration 0F: 2 clusters Score -116231.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -114548.015625 Penalty: 3292.729736 Iteration 0F: 3 clusters Score -114548 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -115046.328125 Penalty: 3292.729736 Iteration 1F: 3 clusters Score -115046.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -115395.164062 Penalty: 3292.729736 Iteration 2F: 3 clusters Score -115395.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -115517.289062 Penalty: 3292.729736 Iteration 3F: 3 clusters Score -115517.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -115583.820312 Penalty: 3292.729736 Iteration 4Q: 3 clusters Score -115583.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -115628.203125 Penalty: 3292.729736 Iteration 5Q: 3 clusters Score -115628.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -115651.273438 Penalty: 3292.729736 Iteration 6Q: 3 clusters Score -115651.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -115660.281250 Penalty: 3292.729736 Iteration 7Q: 3 clusters Score -115660.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -115668.312500 Penalty: 3292.729736 Iteration 8Q: 3 clusters Score -115668.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -115669.796875 Penalty: 3292.729736 Iteration 9Q: 3 clusters Score -115669.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -115670.835938 Penalty: 3292.729736 Iteration 10Q: 3 clusters Score -115670.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -115670.835938 Penalty: 3292.729736 Iteration 11F: 3 clusters Score -115670.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Entering Unmasked Estep Score: -191839.671875 Penalty: 1761.011353 Iteration 0F: 2 clusters Score -191839.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -189786.437500 Penalty: 3522.022705 Iteration 0F: 3 clusters Score -189786.4 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -190187.265625 Penalty: 3522.022705 Iteration 1F: 3 clusters Score -190187.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -190359.687500 Penalty: 3522.022705 Iteration 2F: 3 clusters Score -190359.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -190484.687500 Penalty: 3522.022705 Iteration 3F: 3 clusters Score -190484.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -190579.843750 Penalty: 3522.022705 Iteration 4Q: 3 clusters Score -190579.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -190635.890625 Penalty: 3522.022705 Iteration 5Q: 3 clusters Score -190635.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -190695.265625 Penalty: 3522.022705 Iteration 6Q: 3 clusters Score -190695.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -190755.375000 Penalty: 3522.022705 Iteration 7Q: 3 clusters Score -190755.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -190791.296875 Penalty: 3522.022705 Iteration 8Q: 3 clusters Score -190791.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -190822.828125 Penalty: 3522.022705 Iteration 9Q: 3 clusters Score -190822.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -190835.687500 Penalty: 3522.022705 Iteration 10Q: 3 clusters Score -190835.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -190844.031250 Penalty: 3522.022705 Iteration 11Q: 3 clusters Score -190844 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -190847.109375 Penalty: 3522.022705 Iteration 12Q: 3 clusters Score -190847.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -190849.578125 Penalty: 3522.022705 Iteration 13Q: 3 clusters Score -190849.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -190851.484375 Penalty: 3522.022705 Iteration 14Q: 3 clusters Score -190851.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -190851.484375 Penalty: 3522.022705 Iteration 15F: 3 clusters Score -190851.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Entering Unmasked Estep Score: -44802.175781 Penalty: 1490.794312 Iteration 0F: 2 clusters Score -44802.18 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 208 members Entering Unmasked Estep Score: -43434.203125 Penalty: 2981.588623 Iteration 0F: 3 clusters Score -43434.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -43680.332031 Penalty: 2981.588623 Iteration 1F: 3 clusters Score -43680.33 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -43786.164062 Penalty: 2981.588623 Iteration 2F: 3 clusters Score -43786.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -43845.507812 Penalty: 2981.588623 Iteration 3Q: 3 clusters Score -43845.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -43866.410156 Penalty: 2981.588623 Iteration 4Q: 3 clusters Score -43866.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -43881.992188 Penalty: 2981.588623 Iteration 5Q: 3 clusters Score -43881.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -43892.000000 Penalty: 2981.588623 Iteration 6Q: 3 clusters Score -43892 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -43917.476562 Penalty: 2981.588623 Iteration 7Q: 3 clusters Score -43917.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -43945.070312 Penalty: 2981.588623 Iteration 8Q: 3 clusters Score -43945.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -43983.656250 Penalty: 2981.588623 Iteration 9Q: 3 clusters Score -43983.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -43986.558594 Penalty: 2981.588623 Iteration 10Q: 3 clusters Score -43986.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -43987.242188 Penalty: 2981.588623 Iteration 11Q: 3 clusters Score -43987.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -43988.164062 Penalty: 2981.588623 Iteration 12F: 3 clusters Score -43988.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -43993.742188 Penalty: 2981.588623 Iteration 13Q: 3 clusters Score -43993.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -44004.816406 Penalty: 2981.588623 Iteration 14Q: 3 clusters Score -44004.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -44004.816406 Penalty: 2981.588623 Iteration 15F: 3 clusters Score -44004.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (5717 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Entering Unmasked Estep Score: -986067.312500 Penalty: 2145.497559 Iteration 0F: 2 clusters Score -986067.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -981119.750000 Penalty: 4290.995117 Iteration 0F: 3 clusters Score -981119.8 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -982559.500000 Penalty: 4290.995117 Iteration 1F: 3 clusters Score -982559.5 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -982980.312500 Penalty: 4290.995117 Iteration 2F: 3 clusters Score -982980.3 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -983312.812500 Penalty: 4290.995117 Iteration 3F: 3 clusters Score -983312.8 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -983588.062500 Penalty: 4290.995117 Iteration 4F: 3 clusters Score -983588.1 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -983842.562500 Penalty: 4290.995117 Iteration 5F: 3 clusters Score -983842.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -984049.812500 Penalty: 4290.995117 Iteration 6Q: 3 clusters Score -984049.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -984214.250000 Penalty: 4290.995117 Iteration 7Q: 3 clusters Score -984214.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -984361.937500 Penalty: 4290.995117 Iteration 8Q: 3 clusters Score -984361.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -984477.375000 Penalty: 4290.995117 Iteration 9Q: 3 clusters Score -984477.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -984573.250000 Penalty: 4290.995117 Iteration 10Q: 3 clusters Score -984573.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -984672.125000 Penalty: 4290.995117 Iteration 11Q: 3 clusters Score -984672.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -984776.250000 Penalty: 4290.995117 Iteration 12Q: 3 clusters Score -984776.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -984862.625000 Penalty: 4290.995117 Iteration 13Q: 3 clusters Score -984862.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -984915.375000 Penalty: 4290.995117 Iteration 14Q: 3 clusters Score -984915.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -984954.937500 Penalty: 4290.995117 Iteration 15Q: 3 clusters Score -984954.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -984976.125000 Penalty: 4290.995117 Iteration 16Q: 3 clusters Score -984976.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -984992.562500 Penalty: 4290.995117 Iteration 17Q: 3 clusters Score -984992.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -985004.875000 Penalty: 4290.995117 Iteration 18Q: 3 clusters Score -985004.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -985016.875000 Penalty: 4290.995117 Iteration 19Q: 3 clusters Score -985016.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -985021.812500 Penalty: 4290.995117 Iteration 20F: 3 clusters Score -985021.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -985026.937500 Penalty: 4290.995117 Iteration 21Q: 3 clusters Score -985026.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -985030.187500 Penalty: 4290.995117 Iteration 22Q: 3 clusters Score -985030.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -985033.937500 Penalty: 4290.995117 Iteration 23Q: 3 clusters Score -985033.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -985037.312500 Penalty: 4290.995117 Iteration 24Q: 3 clusters Score -985037.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -985041.687500 Penalty: 4290.995117 Iteration 25Q: 3 clusters Score -985041.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -985040.500000 Penalty: 4290.995117 Iteration 26Q: 3 clusters Score -985040.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -985041.625000 Penalty: 4290.995117 Iteration 27Q: 3 clusters Score -985041.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -985041.625000 Penalty: 4290.995117 Iteration 28F: 3 clusters Score -985041.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Entering Unmasked Estep Score: -30943.703125 Penalty: 1385.637695 Iteration 0F: 2 clusters Score -30943.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -29837.029297 Penalty: 2771.275391 Iteration 0F: 3 clusters Score -29837.03 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -30141.119141 Penalty: 2771.275391 Iteration 1F: 3 clusters Score -30141.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -30226.570312 Penalty: 2771.275391 Iteration 2F: 3 clusters Score -30226.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -30323.132812 Penalty: 2771.275391 Iteration 3F: 3 clusters Score -30323.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -30362.437500 Penalty: 2771.275391 Iteration 4Q: 3 clusters Score -30362.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -30395.316406 Penalty: 2771.275391 Iteration 5Q: 3 clusters Score -30395.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -30461.371094 Penalty: 2771.275391 Iteration 6Q: 3 clusters Score -30461.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -30489.414062 Penalty: 2771.275391 Iteration 7Q: 3 clusters Score -30489.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -30520.845703 Penalty: 2771.275391 Iteration 8Q: 3 clusters Score -30520.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -30589.718750 Penalty: 2771.275391 Iteration 9Q: 3 clusters Score -30589.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -30722.576172 Penalty: 2771.275391 Iteration 10Q: 3 clusters Score -30722.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -30803.222656 Penalty: 2771.275391 Iteration 11Q: 3 clusters Score -30803.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -30832.505859 Penalty: 2771.275391 Iteration 12Q: 3 clusters Score -30832.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -30840.091797 Penalty: 2771.275391 Iteration 13Q: 3 clusters Score -30840.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -30849.812500 Penalty: 2771.275391 Iteration 14Q: 3 clusters Score -30849.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -30856.339844 Penalty: 2771.275391 Iteration 15Q: 3 clusters Score -30856.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -30856.339844 Penalty: 2771.275391 Iteration 16F: 3 clusters Score -30856.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (6175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Entering Unmasked Estep Score: -1099261.500000 Penalty: 2164.609375 Iteration 0F: 2 clusters Score -1099262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -1094107.500000 Penalty: 4329.218750 Iteration 0F: 3 clusters Score -1094108 nChanged 2447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1095614.500000 Penalty: 4329.218750 Iteration 1F: 3 clusters Score -1095614 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -1096048.125000 Penalty: 4329.218750 Iteration 2F: 3 clusters Score -1096048 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -1096459.250000 Penalty: 4329.218750 Iteration 3F: 3 clusters Score -1096459 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -1096901.000000 Penalty: 4329.218750 Iteration 4F: 3 clusters Score -1096901 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -1097293.375000 Penalty: 4329.218750 Iteration 5F: 3 clusters Score -1097293 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -1097541.250000 Penalty: 4329.218750 Iteration 6F: 3 clusters Score -1097541 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -1097699.625000 Penalty: 4329.218750 Iteration 7Q: 3 clusters Score -1097700 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -1097802.625000 Penalty: 4329.218750 Iteration 8Q: 3 clusters Score -1097803 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -1097870.000000 Penalty: 4329.218750 Iteration 9Q: 3 clusters Score -1097870 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -1097917.875000 Penalty: 4329.218750 Iteration 10Q: 3 clusters Score -1097918 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -1097946.250000 Penalty: 4329.218750 Iteration 11Q: 3 clusters Score -1097946 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -1097962.000000 Penalty: 4329.218750 Iteration 12Q: 3 clusters Score -1097962 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -1097979.875000 Penalty: 4329.218750 Iteration 13Q: 3 clusters Score -1097980 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -1097992.000000 Penalty: 4329.218750 Iteration 14Q: 3 clusters Score -1097992 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1098004.500000 Penalty: 4329.218750 Iteration 15Q: 3 clusters Score -1098004 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1098017.500000 Penalty: 4329.218750 Iteration 16Q: 3 clusters Score -1098018 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -1098023.125000 Penalty: 4329.218750 Iteration 17Q: 3 clusters Score -1098023 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -1098025.500000 Penalty: 4329.218750 Iteration 18Q: 3 clusters Score -1098026 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -1098031.125000 Penalty: 4329.218750 Iteration 19Q: 3 clusters Score -1098031 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -1098037.500000 Penalty: 4329.218750 Iteration 20F: 3 clusters Score -1098038 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -1098041.625000 Penalty: 4329.218750 Iteration 21Q: 3 clusters Score -1098042 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -1098045.375000 Penalty: 4329.218750 Iteration 22Q: 3 clusters Score -1098045 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -1098050.750000 Penalty: 4329.218750 Iteration 23Q: 3 clusters Score -1098051 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -1098049.125000 Penalty: 4329.218750 Iteration 24Q: 3 clusters Score -1098049 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -1098053.875000 Penalty: 4329.218750 Iteration 25Q: 3 clusters Score -1098054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1098054.625000 Penalty: 4329.218750 Iteration 26Q: 3 clusters Score -1098055 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1098055.875000 Penalty: 4329.218750 Iteration 27Q: 3 clusters Score -1098056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1098058.125000 Penalty: 4329.218750 Iteration 28Q: 3 clusters Score -1098058 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -1098058.625000 Penalty: 4329.218750 Iteration 29Q: 3 clusters Score -1098059 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -1098058.125000 Penalty: 4329.218750 Iteration 30Q: 3 clusters Score -1098058 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -1098057.625000 Penalty: 4329.218750 Iteration 31Q: 3 clusters Score -1098058 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -1098057.625000 Penalty: 4329.218750 Iteration 32F: 3 clusters Score -1098058 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (7766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Entering Unmasked Estep Score: -1364593.625000 Penalty: 2221.462646 Iteration 0F: 2 clusters Score -1364594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1358336.125000 Penalty: 4442.925293 Iteration 0F: 3 clusters Score -1358336 nChanged 3152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1360193.125000 Penalty: 4442.925293 Iteration 1F: 3 clusters Score -1360193 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -1360654.625000 Penalty: 4442.925293 Iteration 2F: 3 clusters Score -1360655 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1361103.500000 Penalty: 4442.925293 Iteration 3F: 3 clusters Score -1361104 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -1361575.375000 Penalty: 4442.925293 Iteration 4F: 3 clusters Score -1361575 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1361972.500000 Penalty: 4442.925293 Iteration 5F: 3 clusters Score -1361972 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -1362308.500000 Penalty: 4442.925293 Iteration 6F: 3 clusters Score -1362308 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -1362558.750000 Penalty: 4442.925293 Iteration 7Q: 3 clusters Score -1362559 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -1362747.500000 Penalty: 4442.925293 Iteration 8Q: 3 clusters Score -1362748 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -1362878.500000 Penalty: 4442.925293 Iteration 9Q: 3 clusters Score -1362878 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -1362971.125000 Penalty: 4442.925293 Iteration 10Q: 3 clusters Score -1362971 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1363050.000000 Penalty: 4442.925293 Iteration 11Q: 3 clusters Score -1363050 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1363120.875000 Penalty: 4442.925293 Iteration 12Q: 3 clusters Score -1363121 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -1363172.625000 Penalty: 4442.925293 Iteration 13Q: 3 clusters Score -1363173 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1363242.625000 Penalty: 4442.925293 Iteration 14Q: 3 clusters Score -1363243 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -1363305.625000 Penalty: 4442.925293 Iteration 15Q: 3 clusters Score -1363306 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -1363382.125000 Penalty: 4442.925293 Iteration 16Q: 3 clusters Score -1363382 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -1363448.500000 Penalty: 4442.925293 Iteration 17Q: 3 clusters Score -1363448 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1363521.625000 Penalty: 4442.925293 Iteration 18Q: 3 clusters Score -1363522 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1363606.000000 Penalty: 4442.925293 Iteration 19Q: 3 clusters Score -1363606 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -1363667.375000 Penalty: 4442.925293 Iteration 20F: 3 clusters Score -1363667 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1363726.875000 Penalty: 4442.925293 Iteration 21Q: 3 clusters Score -1363727 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -1363779.500000 Penalty: 4442.925293 Iteration 22Q: 3 clusters Score -1363780 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -1363823.750000 Penalty: 4442.925293 Iteration 23Q: 3 clusters Score -1363824 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -1363878.375000 Penalty: 4442.925293 Iteration 24Q: 3 clusters Score -1363878 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -1363915.375000 Penalty: 4442.925293 Iteration 25Q: 3 clusters Score -1363915 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -1363932.750000 Penalty: 4442.925293 Iteration 26Q: 3 clusters Score -1363933 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -1363950.000000 Penalty: 4442.925293 Iteration 27Q: 3 clusters Score -1363950 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -1363967.000000 Penalty: 4442.925293 Iteration 28Q: 3 clusters Score -1363967 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -1363979.375000 Penalty: 4442.925293 Iteration 29Q: 3 clusters Score -1363979 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -1364000.875000 Penalty: 4442.925293 Iteration 30Q: 3 clusters Score -1364001 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -1364011.000000 Penalty: 4442.925293 Iteration 31Q: 3 clusters Score -1364011 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -1364021.125000 Penalty: 4442.925293 Iteration 32Q: 3 clusters Score -1364021 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1364036.500000 Penalty: 4442.925293 Iteration 33Q: 3 clusters Score -1364036 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -1364037.250000 Penalty: 4442.925293 Iteration 34Q: 3 clusters Score -1364037 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -1364039.625000 Penalty: 4442.925293 Iteration 35Q: 3 clusters Score -1364040 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -1364041.875000 Penalty: 4442.925293 Iteration 36Q: 3 clusters Score -1364042 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -1364046.375000 Penalty: 4442.925293 Iteration 37Q: 3 clusters Score -1364046 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -1364047.000000 Penalty: 4442.925293 Iteration 38Q: 3 clusters Score -1364047 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -1364048.000000 Penalty: 4442.925293 Iteration 39Q: 3 clusters Score -1364048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1364050.125000 Penalty: 4442.925293 Iteration 40F: 3 clusters Score -1364050 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -1364053.000000 Penalty: 4442.925293 Iteration 41Q: 3 clusters Score -1364053 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -1364053.000000 Penalty: 4442.925293 Iteration 42F: 3 clusters Score -1364053 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (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: -48531.964844 Penalty: 1441.162964 Iteration 0F: 2 clusters Score -48531.96 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 168 members Entering Unmasked Estep Score: -47285.957031 Penalty: 2882.325928 Iteration 0F: 3 clusters Score -47285.96 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -47487.105469 Penalty: 2882.325928 Iteration 1F: 3 clusters Score -47487.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -47574.117188 Penalty: 2882.325928 Iteration 2F: 3 clusters Score -47574.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -47667.425781 Penalty: 2882.325928 Iteration 3Q: 3 clusters Score -47667.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -47713.746094 Penalty: 2882.325928 Iteration 4Q: 3 clusters Score -47713.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -47736.425781 Penalty: 2882.325928 Iteration 5Q: 3 clusters Score -47736.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -47736.425781 Penalty: 2882.325928 Iteration 6F: 3 clusters Score -47736.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (2315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Entering Unmasked Estep Score: -410279.812500 Penalty: 1921.296875 Iteration 0F: 2 clusters Score -410279.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -407414.281250 Penalty: 3842.593750 Iteration 0F: 3 clusters Score -407414.3 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -407944.906250 Penalty: 3842.593750 Iteration 1F: 3 clusters Score -407944.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -408086.500000 Penalty: 3842.593750 Iteration 2F: 3 clusters Score -408086.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -408147.281250 Penalty: 3842.593750 Iteration 3Q: 3 clusters Score -408147.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -408191.093750 Penalty: 3842.593750 Iteration 4Q: 3 clusters Score -408191.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -408224.562500 Penalty: 3842.593750 Iteration 5Q: 3 clusters Score -408224.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -408249.218750 Penalty: 3842.593750 Iteration 6Q: 3 clusters Score -408249.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -408269.562500 Penalty: 3842.593750 Iteration 7Q: 3 clusters Score -408269.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -408282.562500 Penalty: 3842.593750 Iteration 8Q: 3 clusters Score -408282.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -408292.968750 Penalty: 3842.593750 Iteration 9Q: 3 clusters Score -408293 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -408299.625000 Penalty: 3842.593750 Iteration 10Q: 3 clusters Score -408299.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -408307.343750 Penalty: 3842.593750 Iteration 11Q: 3 clusters Score -408307.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -408314.312500 Penalty: 3842.593750 Iteration 12Q: 3 clusters Score -408314.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -408317.937500 Penalty: 3842.593750 Iteration 13Q: 3 clusters Score -408317.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -408321.937500 Penalty: 3842.593750 Iteration 14Q: 3 clusters Score -408321.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -408325.156250 Penalty: 3842.593750 Iteration 15Q: 3 clusters Score -408325.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -408330.250000 Penalty: 3842.593750 Iteration 16Q: 3 clusters Score -408330.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -408333.250000 Penalty: 3842.593750 Iteration 17Q: 3 clusters Score -408333.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -408339.968750 Penalty: 3842.593750 Iteration 18Q: 3 clusters Score -408340 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -408345.218750 Penalty: 3842.593750 Iteration 19Q: 3 clusters Score -408345.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -408346.500000 Penalty: 3842.593750 Iteration 20F: 3 clusters Score -408346.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -408348.656250 Penalty: 3842.593750 Iteration 21Q: 3 clusters Score -408348.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -408349.843750 Penalty: 3842.593750 Iteration 22Q: 3 clusters Score -408349.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -408350.250000 Penalty: 3842.593750 Iteration 23Q: 3 clusters Score -408350.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -408351.343750 Penalty: 3842.593750 Iteration 24Q: 3 clusters Score -408351.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -408351.187500 Penalty: 3842.593750 Iteration 25Q: 3 clusters Score -408351.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -408351.187500 Penalty: 3842.593750 Iteration 26F: 3 clusters Score -408351.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (789 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Entering Unmasked Estep Score: -109137.195312 Penalty: 1654.350098 Iteration 0F: 2 clusters Score -109137.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -107416.632812 Penalty: 3308.700195 Iteration 0F: 3 clusters Score -107416.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -107831.570312 Penalty: 3308.700195 Iteration 1F: 3 clusters Score -107831.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -108195.156250 Penalty: 3308.700195 Iteration 2F: 3 clusters Score -108195.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -108639.148438 Penalty: 3308.700195 Iteration 3F: 3 clusters Score -108639.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -108966.656250 Penalty: 3308.700195 Iteration 4F: 3 clusters Score -108966.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -109115.210938 Penalty: 3308.700195 Iteration 5Q: 3 clusters Score -109115.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -109201.023438 Penalty: 3308.700195 Iteration 6Q: 3 clusters Score -109201 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -109220.632812 Penalty: 3308.700195 Iteration 7Q: 3 clusters Score -109220.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -109222.640625 Penalty: 3308.700195 Iteration 8Q: 3 clusters Score -109222.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -109231.429688 Penalty: 3308.700195 Iteration 9Q: 3 clusters Score -109231.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -109233.164062 Penalty: 3308.700195 Iteration 10Q: 3 clusters Score -109233.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -109233.164062 Penalty: 3308.700195 Iteration 11F: 3 clusters Score -109233.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 517 members Mstep: Class 3 contains 14330 members Mstep: Class 4 contains 5914 members Mstep: Class 5 contains 8785 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 6541 members Mstep: Class 10 contains 1273 members Mstep: Class 11 contains 277 members Mstep: Class 12 contains 1596 members Mstep: Class 13 contains 629 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 283 members Mstep: Class 18 contains 3170 members Mstep: Class 19 contains 5997 members Mstep: Class 20 contains 189 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 761 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 2167 members Mstep: Class 26 contains 255 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1213 members Mstep: Class 29 contains 408 members Mstep: Class 30 contains 5717 members Mstep: Class 31 contains 267 members Mstep: Class 32 contains 6175 members Mstep: Class 33 contains 7766 members Mstep: Class 34 contains 334 members Mstep: Class 35 contains 2315 members Mstep: Class 36 contains 396 members Mstep: Class 37 contains 246 members Mstep: Class 38 contains 393 members Entering Unmasked Estep Score: -15656986.000000 Penalty: 107856.976562 Splitting cluster 36 changes total score from -15658054.000000 to -15656986.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 37 (246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Entering Unmasked Estep Score: -28259.347656 Penalty: 1365.322266 Iteration 0F: 2 clusters Score -28259.35 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 127 members Entering Unmasked Estep Score: -27054.765625 Penalty: 2730.644531 Iteration 0F: 3 clusters Score -27054.77 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -27134.101562 Penalty: 2730.644531 Iteration 1F: 3 clusters Score -27134.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -27171.343750 Penalty: 2730.644531 Iteration 2Q: 3 clusters Score -27171.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -27185.220703 Penalty: 2730.644531 Iteration 3Q: 3 clusters Score -27185.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -27185.220703 Penalty: 2730.644531 Iteration 4F: 3 clusters Score -27185.22 nChanged 0 --- Evaluating fit on full set of 280280 points --- Entering Unmasked Estep Score: -47129304.000000 Penalty: 115099.570312 21->38 Clusters: Score -47129304.000000, best is -47143868.000000 Main iterations: 0 (time per=infms) Total iterations: 8096 (time per=71.996048ms) Iterations metric 2: 62437011456.000000 (time per=9.335489ns) Iterations metric 3: 1873075109888.000000 (time per=311.188805ps) That took 582.880005 seconds.